Homework 2¶
Name: Geczi-Kis Georgian-Marian
Course: MLAIBD4ILV - Machine Learning, Artificial Intelligence and Big Data Analytics (IMC UAS Krems, SS24)
In [ ]:
library(data.table)
library(dplyr)
library(plotly)
library(caret)
library(mltools)
library(ROSE)
library(rpart) # Decision trees
library(rpart.plot) # Plotting decision trees
library(e1071) # SVM
library(class) # KNN
library(ranger) # Random Forest
library(adabag) # AdaBoost
library(xgboost) # XGBoost
In [ ]:
if (rstudioapi::isAvailable())
setwd(dirname(rstudioapi::getActiveDocumentContext()$path))
train_data <- fread("eeg_training.csv", col.names = c(paste0("c", 1:16), "eyes"), colClasses = c(rep("numeric", 16), "factor"))
test_data <- fread("eeg_test.csv", col.names = c(paste0("c", 1:16), "eyes"), colClasses = c(rep("numeric", 16), "factor"))
# I observed that there are no titles for the columns, so I added them manually, altogether with the column types
In [ ]:
train_data[, eyes := as.factor(ifelse(eyes == "1", "open", "closed"))]
test_data[, eyes := as.factor(ifelse(eyes == "1", "open", "closed"))]
In [ ]:
# observe the data
head(train_data) # we visualise the first rows from our train data
head(test_data)
str(train_data)
dim(train_data) # it has 10485 rows and 17 columns
dim(test_data) # test dataset has 4493 rows
summary(train_data) # we have most of the missing data in c14, 15 missing values in c5 and 6 in c8
| c1 | c2 | c3 | c4 | c5 | c6 | c7 | c8 | c9 | c10 | c11 | c12 | c13 | c14 | c15 | c16 | eyes |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <fct> |
| 4271.243 | 4268.296 | 4023.855 | 4633.701 | 4123.519 | 4349.317 | 4219.938 | 4099.909 | 4208.919 | 4628.077 | 4191.718 | 4217.955 | 4289.988 | 4236.089 | 4566.711 | 4340.008 | open |
| 4289.559 | 4246.557 | 3942.566 | 4625.247 | 4109.779 | 4324.064 | 4238.694 | 4055.565 | 4203.122 | 4605.427 | 4203.027 | 4230.053 | 4275.575 | 4165.358 | 4603.046 | 4339.954 | open |
| 4269.343 | 4268.123 | 4002.423 | 4619.655 | 4119.264 | 4341.975 | 4218.083 | 4059.838 | 4207.642 | 4633.651 | 4195.585 | 4249.387 | 4266.658 | 4095.297 | 4585.675 | 4340.059 | open |
| 4277.774 | 4241.873 | 3974.092 | 4588.951 | 4094.744 | 4315.371 | 4226.871 | 4045.703 | 4181.712 | 4602.162 | 4196.075 | 4223.062 | 4263.628 | 4084.824 | 4590.401 | 4342.895 | open |
| 4305.415 | 4278.254 | 3990.935 | 4612.909 | 4131.057 | 4341.833 | 4234.395 | 4078.737 | 4210.574 | 4631.565 | 4206.704 | 4230.628 | 4279.925 | 4178.839 | 4619.407 | 4354.185 | closed |
| 4314.016 | 4268.612 | 4003.084 | 4630.953 | 4130.873 | 4346.055 | 4233.225 | 4072.407 | 4209.862 | 4617.918 | 4210.508 | 4221.595 | 4274.816 | 4098.403 | 4597.993 | 4354.669 | open |
| c1 | c2 | c3 | c4 | c5 | c6 | c7 | c8 | c9 | c10 | c11 | c12 | c13 | c14 | c15 | c16 | eyes |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <fct> |
| 4287.18 | 4246.15 | 4026.67 | 4619.49 | 4127.69 | 4354.36 | 4220.51 | 4093.33 | 4198.46 | 4597.95 | 4190.26 | 4213.33 | 4267.18 | 4035.118 | 4581.54 | 4340.51 | open |
| 4285.64 | 4262.05 | 4003.08 | 4616.92 | 4120.51 | 4343.08 | 4237.44 | 4055.90 | 4206.67 | 4617.95 | 4172.31 | 4228.21 | 4269.23 | 4137.269 | 4598.97 | 4346.67 | closed |
| 4286.15 | 4257.44 | 3999.49 | 4611.28 | 4122.05 | 4332.82 | 4211.79 | 4048.21 | 4191.79 | 4605.13 | 4193.85 | 4233.33 | 4269.74 | 4180.060 | 4591.79 | 4347.18 | open |
| 4299.49 | 4267.69 | 4018.97 | 4626.67 | 4124.10 | 4344.62 | 4225.64 | 4076.41 | 4190.77 | 4612.31 | 4202.56 | 4242.05 | 4267.18 | 4155.311 | 4587.69 | 4368.72 | closed |
| 4296.41 | 4280.00 | 4070.26 | 4632.31 | 4177.95 | 4366.15 | 4210.77 | 4077.95 | 4184.10 | 4638.46 | 4188.72 | 4230.26 | 4278.97 | 4186.697 | 4567.18 | 4323.59 | open |
| 4274.87 | 4247.69 | 3978.97 | 4597.44 | 4112.31 | 4327.18 | 4207.69 | 4046.67 | 4176.41 | 4602.05 | 4195.90 | 4222.56 | 4267.18 | 4013.646 | 4575.90 | 4346.15 | closed |
Classes 'data.table' and 'data.frame': 10486 obs. of 17 variables: $ c1 : num 4271 4290 4269 4278 4305 ... $ c2 : num 4268 4247 4268 4242 4278 ... $ c3 : num 4024 3943 4002 3974 3991 ... $ c4 : num 4634 4625 4620 4589 4613 ... $ c5 : num 4124 4110 4119 4095 4131 ... $ c6 : num 4349 4324 4342 4315 4342 ... $ c7 : num 4220 4239 4218 4227 4234 ... $ c8 : num 4100 4056 4060 4046 4079 ... $ c9 : num 4209 4203 4208 4182 4211 ... $ c10 : num 4628 4605 4634 4602 4632 ... $ c11 : num 4192 4203 4196 4196 4207 ... $ c12 : num 4218 4230 4249 4223 4231 ... $ c13 : num 4290 4276 4267 4264 4280 ... $ c14 : num 4236 4165 4095 4085 4179 ... $ c15 : num 4567 4603 4586 4590 4619 ... $ c16 : num 4340 4340 4340 4343 4354 ... $ eyes: Factor w/ 2 levels "closed","open": 2 2 2 2 1 2 1 1 1 2 ... - attr(*, ".internal.selfref")=<externalptr>
- 10486
- 17
- 4494
- 17
c1 c2 c3 c4 c5
Min. :1045 Min. :1047 Min. :2831 Min. : 2762 Min. : 2453
1st Qu.:4280 1st Qu.:4251 1st Qu.:3991 1st Qu.: 4610 1st Qu.: 4108
Median :4294 Median :4262 Median :4006 Median : 4618 Median : 4120
Mean :4301 Mean :4264 Mean :4010 Mean : 4654 Mean : 4183
3rd Qu.:4311 3rd Qu.:4272 3rd Qu.:4024 3rd Qu.: 4627 3rd Qu.: 4132
Max. :7402 Max. :5768 Max. :7804 Max. :362561 Max. :642572
NA's :15
c6 c7 c8 c9 c10
Min. :2085 Min. :1816 Min. : 3584 Min. :1353 Min. :4555
1st Qu.:4331 1st Qu.:4220 1st Qu.: 4058 1st Qu.:4190 1st Qu.:4604
Median :4339 Median :4229 Median : 4070 Median :4200 Median :4614
Mean :4342 Mean :4231 Mean : 4127 Mean :4201 Mean :4616
3rd Qu.:4348 3rd Qu.:4240 3rd Qu.: 4084 3rd Qu.:4210 3rd Qu.:4625
Max. :6472 Max. :6683 Max. :567191 Max. :7148 Max. :7259
NA's :6
c11 c12 c13 c14 c15
Min. :3282 Min. :1816 Min. :3095 Min. :4057 Min. : 79.93
1st Qu.:4189 1st Qu.:4220 1st Qu.:4267 1st Qu.:4112 1st Qu.:4589.85
Median :4201 Median :4229 Median :4277 Median :4153 Median :4603.20
Mean :4202 Mean :4231 Mean :4279 Mean :4157 Mean :4604.96
3rd Qu.:4212 3rd Qu.:4240 3rd Qu.:4288 3rd Qu.:4205 3rd Qu.:4618.12
Max. :6142 Max. :6683 Max. :7007 Max. :4255 Max. :4831.53
NA's :10319
c16 eyes
Min. : 1357 closed:4709
1st Qu.: 4341 open :5777
Median : 4355
Mean : 4440
3rd Qu.: 4373
Max. :715901
In [ ]:
na_train <- sum(is.na(train_data))
na_train # there are 10340 NA values in our train data
na_test <- sum(is.na(test_data))
na_test # there aren't any NA values
10340
0
In [ ]:
# I cannot use na.omit() function, or my training data will remain with 166 rows
# I will drop the column C14, as it has 10340 missing values
# I am thinking to na.omit() the other 2 columns because there are maximum 21 rows that will be dropped.
train_data <- select(train_data, -c14)
test_data <- select(test_data, -c14)
train_data <- na.omit(train_data)
summary(train_data)
c1 c2 c3 c4 c5
Min. :1045 Min. :1047 Min. :2831 Min. : 2762 Min. : 2453
1st Qu.:4280 1st Qu.:4251 1st Qu.:3991 1st Qu.: 4610 1st Qu.: 4108
Median :4294 Median :4262 Median :4006 Median : 4618 Median : 4120
Mean :4301 Mean :4264 Mean :4010 Mean : 4654 Mean : 4183
3rd Qu.:4311 3rd Qu.:4272 3rd Qu.:4024 3rd Qu.: 4627 3rd Qu.: 4132
Max. :7402 Max. :5768 Max. :7804 Max. :362561 Max. :642572
c6 c7 c8 c9 c10
Min. :2085 Min. :1816 Min. : 3584 Min. :1353 Min. :4555
1st Qu.:4331 1st Qu.:4220 1st Qu.: 4058 1st Qu.:4190 1st Qu.:4604
Median :4339 Median :4229 Median : 4070 Median :4200 Median :4614
Mean :4342 Mean :4231 Mean : 4127 Mean :4201 Mean :4616
3rd Qu.:4348 3rd Qu.:4240 3rd Qu.: 4084 3rd Qu.:4210 3rd Qu.:4625
Max. :6472 Max. :6683 Max. :567191 Max. :7148 Max. :7259
c11 c12 c13 c15
Min. :3282 Min. :1816 Min. :3095 Min. : 79.93
1st Qu.:4189 1st Qu.:4220 1st Qu.:4267 1st Qu.:4589.85
Median :4201 Median :4229 Median :4277 Median :4603.21
Mean :4202 Mean :4231 Mean :4279 Mean :4604.95
3rd Qu.:4212 3rd Qu.:4240 3rd Qu.:4288 3rd Qu.:4618.13
Max. :6142 Max. :6683 Max. :7007 Max. :4831.53
c16 eyes
Min. : 1357 closed:4701
1st Qu.: 4341 open :5764
Median : 4355
Mean : 4440
3rd Qu.: 4373
Max. :715901
In [ ]:
boxplot(train_data[, 1], main = names(train_data)[1], ylab = "Value")
# first column has some outliers, very weird proportionated
# I assume that the rest of the data also have plenty of outliers
It doesn't make sense to do boxplots for all the 15 columns.
I wanted to check how many outliers I have in my data, but because this is medical data, I am not sure if outliers should be removed or not. I know that KNN and SVM are kind of sensitive to outliers, but being medical data, they are not anomalies, and might be important for our research.
Part 1: Decision Tree model¶
I don't know if I should do also the method with the stopping criterion or not, so I am gonna do both and predict them at the end.
Method 1¶
I will use the stopping criterion.
In [ ]:
dtree_default <- rpart(eyes ~ ., method = "class", data = train_data)
rpart.plot(dtree_default, type = 2, extra = 101, fallen.leaves = F, main = "Decision Tree for EEG data", tweak=1.2)
In [ ]:
print(dtree_default)
printcp(dtree_default)
plotcp(dtree_default)
# best cp look to be at 0.011
# it seems underfit
n= 10465
node), split, n, loss, yval, (yprob)
* denotes terminal node
1) root 10465 4701 open (0.44921166 0.55078834)
2) c16>=4363.988 3783 1662 closed (0.56066614 0.43933386)
4) c3< 3988.343 551 81 closed (0.85299456 0.14700544) *
5) c3>=3988.343 3232 1581 closed (0.51082921 0.48917079)
10) c8>=4095.476 746 206 closed (0.72386059 0.27613941)
20) c4< 4708.531 677 142 closed (0.79025111 0.20974889) *
21) c4>=4708.531 69 5 open (0.07246377 0.92753623) *
11) c8< 4095.476 2486 1111 open (0.44690265 0.55309735)
22) c3< 4061.067 2120 1033 open (0.48726415 0.51273585)
44) c4< 4616.92 850 332 closed (0.60941176 0.39058824) *
45) c4>=4616.92 1270 515 open (0.40551181 0.59448819)
90) c16>=4398.411 138 35 closed (0.74637681 0.25362319) *
91) c16< 4398.411 1132 412 open (0.36395760 0.63604240) *
23) c3>=4061.067 366 78 open (0.21311475 0.78688525) *
3) c16< 4363.988 6682 2580 open (0.38611194 0.61388806)
6) c8< 4054.442 1704 718 closed (0.57863850 0.42136150)
12) c13>=4264.208 1019 300 closed (0.70559372 0.29440628) *
13) c13< 4264.208 685 267 open (0.38978102 0.61021898)
26) c15>=4605.457 107 21 closed (0.80373832 0.19626168) *
27) c15< 4605.457 578 181 open (0.31314879 0.68685121) *
7) c8>=4054.442 4978 1594 open (0.32020892 0.67979108) *
Classification tree:
rpart(formula = eyes ~ ., data = train_data, method = "class")
Variables actually used in tree construction:
[1] c13 c15 c16 c3 c4 c8
Root node error: 4701/10465 = 0.44921
n= 10465
CP nsplit rel error xerror xstd
1 0.097639 0 1.00000 1.00000 0.010824
2 0.057009 1 0.90236 0.91895 0.010714
3 0.032121 2 0.84535 0.82472 0.010509
4 0.028079 3 0.81323 0.80642 0.010459
5 0.019783 5 0.75707 0.75495 0.010302
6 0.014465 7 0.71751 0.74325 0.010262
7 0.013827 8 0.70304 0.73346 0.010228
8 0.012551 9 0.68922 0.72708 0.010205
9 0.010000 10 0.67666 0.71240 0.010151
Method 2¶
I will grow the entire tree and then prune it.
In [ ]:
dtree_full <- rpart::rpart(eyes ~ ., method = "class", data = train_data,
control = rpart.control(minsplit = 1, cp = 0))
In [ ]:
print(dtree_full) # it seems the tree is overfitted
# I will tune manually the cp parameter
n= 10465
node), split, n, loss, yval, (yprob)
* denotes terminal node
1) root 10465 4701 open (0.449211658 0.550788342)
2) c16>=4363.988 3783 1662 closed (0.560666138 0.439333862)
4) c3< 3988.343 551 81 closed (0.852994555 0.147005445)
8) c16>=4372.127 421 30 closed (0.928741093 0.071258907)
16) c1< 5828.922 419 28 closed (0.933174224 0.066825776)
32) c13>=4284.438 319 11 closed (0.965517241 0.034482759)
64) c5< 4148.191 317 10 closed (0.968454259 0.031545741)
128) c8>=4073.472 264 4 closed (0.984848485 0.015151515)
256) c4< 4643.518 259 3 closed (0.988416988 0.011583012)
512) c16>=4380.224 227 1 closed (0.995594714 0.004405286)
1024) c12>=4214.917 186 0 closed (1.000000000 0.000000000) *
1025) c12< 4214.917 41 1 closed (0.975609756 0.024390244)
2050) c12< 4214.571 40 0 closed (1.000000000 0.000000000) *
2051) c12>=4214.571 1 0 open (0.000000000 1.000000000) *
513) c16< 4380.224 32 2 closed (0.937500000 0.062500000)
1026) c2< 4282.844 31 1 closed (0.967741935 0.032258065)
2052) c7< 4264.055 30 0 closed (1.000000000 0.000000000) *
2053) c7>=4264.055 1 0 open (0.000000000 1.000000000) *
1027) c2>=4282.844 1 0 open (0.000000000 1.000000000) *
257) c4>=4643.518 5 1 closed (0.800000000 0.200000000)
514) c4>=4643.936 4 0 closed (1.000000000 0.000000000) *
515) c4< 4643.936 1 0 open (0.000000000 1.000000000) *
129) c8< 4073.472 53 6 closed (0.886792453 0.113207547)
258) c4< 4616.931 44 2 closed (0.954545455 0.045454545)
516) c5>=4099.821 37 0 closed (1.000000000 0.000000000) *
517) c5< 4099.821 7 2 closed (0.714285714 0.285714286)
1034) c2< 4264.336 5 0 closed (1.000000000 0.000000000) *
1035) c2>=4264.336 2 0 open (0.000000000 1.000000000) *
259) c4>=4616.931 9 4 closed (0.555555556 0.444444444)
518) c6>=4342.2 4 0 closed (1.000000000 0.000000000) *
519) c6< 4342.2 5 1 open (0.200000000 0.800000000)
1038) c7< 4233.884 1 0 closed (1.000000000 0.000000000) *
1039) c7>=4233.884 4 0 open (0.000000000 1.000000000) *
65) c5>=4148.191 2 1 closed (0.500000000 0.500000000)
130) c1>=4321.869 1 0 closed (1.000000000 0.000000000) *
131) c1< 4321.869 1 0 open (0.000000000 1.000000000) *
33) c13< 4284.438 100 17 closed (0.830000000 0.170000000)
66) c9< 4213.347 75 5 closed (0.933333333 0.066666667)
132) c3< 3983.336 67 1 closed (0.985074627 0.014925373)
264) c8>=4058.369 64 0 closed (1.000000000 0.000000000) *
265) c8< 4058.369 3 1 closed (0.666666667 0.333333333)
530) c1>=4299.828 2 0 closed (1.000000000 0.000000000) *
531) c1< 4299.828 1 0 open (0.000000000 1.000000000) *
133) c3>=3983.336 8 4 closed (0.500000000 0.500000000)
266) c3>=3986.257 4 0 closed (1.000000000 0.000000000) *
267) c3< 3986.257 4 0 open (0.000000000 1.000000000) *
67) c9>=4213.347 25 12 closed (0.520000000 0.480000000)
134) c15< 4634.608 9 1 closed (0.888888889 0.111111111)
268) c2< 4271.079 8 0 closed (1.000000000 0.000000000) *
269) c2>=4271.079 1 0 open (0.000000000 1.000000000) *
135) c15>=4634.608 16 5 open (0.312500000 0.687500000)
270) c6>=4340.742 3 0 closed (1.000000000 0.000000000) *
271) c6< 4340.742 13 2 open (0.153846154 0.846153846)
542) c16>=4390.861 3 1 closed (0.666666667 0.333333333)
1084) c1< 4308.26 2 0 closed (1.000000000 0.000000000) *
1085) c1>=4308.26 1 0 open (0.000000000 1.000000000) *
543) c16< 4390.861 10 0 open (0.000000000 1.000000000) *
17) c1>=5828.922 2 0 open (0.000000000 1.000000000) *
9) c16< 4372.127 130 51 closed (0.607692308 0.392307692)
18) c11< 4195.355 44 1 closed (0.977272727 0.022727273)
36) c8>=4049.927 43 0 closed (1.000000000 0.000000000) *
37) c8< 4049.927 1 0 open (0.000000000 1.000000000) *
19) c11>=4195.355 86 36 open (0.418604651 0.581395349)
38) c8>=4088.823 21 2 closed (0.904761905 0.095238095)
76) c2< 4267.525 18 0 closed (1.000000000 0.000000000) *
77) c2>=4267.525 3 1 open (0.333333333 0.666666667)
154) c3>=3985.256 1 0 closed (1.000000000 0.000000000) *
155) c3< 3985.256 2 0 open (0.000000000 1.000000000) *
39) c8< 4088.823 65 17 open (0.261538462 0.738461538)
78) c1>=4304.607 20 9 closed (0.550000000 0.450000000)
156) c6< 4333.754 10 0 closed (1.000000000 0.000000000) *
157) c6>=4333.754 10 1 open (0.100000000 0.900000000)
314) c1< 4305.935 1 0 closed (1.000000000 0.000000000) *
315) c1>=4305.935 9 0 open (0.000000000 1.000000000) *
79) c1< 4304.607 45 6 open (0.133333333 0.866666667)
158) c6>=4335.025 19 6 open (0.315789474 0.684210526)
316) c1< 4294.549 10 4 closed (0.600000000 0.400000000)
632) c12< 4226.257 5 0 closed (1.000000000 0.000000000) *
633) c12>=4226.257 5 1 open (0.200000000 0.800000000)
1266) c2>=4262.669 1 0 closed (1.000000000 0.000000000) *
1267) c2< 4262.669 4 0 open (0.000000000 1.000000000) *
317) c1>=4294.549 9 0 open (0.000000000 1.000000000) *
159) c6< 4335.025 26 0 open (0.000000000 1.000000000) *
5) c3>=3988.343 3232 1581 closed (0.510829208 0.489170792)
10) c8>=4095.476 746 206 closed (0.723860590 0.276139410)
20) c4< 4708.531 677 142 closed (0.790251108 0.209748892)
40) c4>=4605.287 656 122 closed (0.814024390 0.185975610)
80) c2< 4311.729 426 39 closed (0.908450704 0.091549296)
160) c8>=4099.521 340 15 closed (0.955882353 0.044117647)
320) c9>=4182.218 339 14 closed (0.958702065 0.041297935)
640) c10>=4594.281 338 13 closed (0.961538462 0.038461538)
1280) c13< 4334.068 337 12 closed (0.964391691 0.035608309)
2560) c8>=4105.224 228 2 closed (0.991228070 0.008771930)
5120) c6>=4330.681 227 1 closed (0.995594714 0.004405286)
10240) c13< 4320.851 221 0 closed (1.000000000 0.000000000) *
10241) c13>=4320.851 6 1 closed (0.833333333 0.166666667)
20482) c13>=4321.444 5 0 closed (1.000000000 0.000000000) *
20483) c13< 4321.444 1 0 open (0.000000000 1.000000000) *
5121) c6< 4330.681 1 0 open (0.000000000 1.000000000) *
2561) c8< 4105.224 109 10 closed (0.908256881 0.091743119)
5122) c4< 4640.966 75 1 closed (0.986666667 0.013333333)
10244) c4>=4607.083 74 0 closed (1.000000000 0.000000000) *
10245) c4< 4607.083 1 0 open (0.000000000 1.000000000) *
5123) c4>=4640.966 34 9 closed (0.735294118 0.264705882)
10246) c9>=4225.209 20 0 closed (1.000000000 0.000000000) *
10247) c9< 4225.209 14 5 open (0.357142857 0.642857143)
20494) c3< 4030.87 7 2 closed (0.714285714 0.285714286)
40988) c6>=4366.466 5 0 closed (1.000000000 0.000000000) *
40989) c6< 4366.466 2 0 open (0.000000000 1.000000000) *
20495) c3>=4030.87 7 0 open (0.000000000 1.000000000) *
1281) c13>=4334.068 1 0 open (0.000000000 1.000000000) *
641) c10< 4594.281 1 0 open (0.000000000 1.000000000) *
321) c9< 4182.218 1 0 open (0.000000000 1.000000000) *
161) c8< 4099.521 86 24 closed (0.720930233 0.279069767)
322) c3< 4022.816 57 8 closed (0.859649123 0.140350877)
644) c5>=4107.864 52 5 closed (0.903846154 0.096153846)
1288) c8< 4097.839 34 0 closed (1.000000000 0.000000000) *
1289) c8>=4097.839 18 5 closed (0.722222222 0.277777778)
2578) c16>=4382.207 14 1 closed (0.928571429 0.071428571)
5156) c10>=4612.376 13 0 closed (1.000000000 0.000000000) *
5157) c10< 4612.376 1 0 open (0.000000000 1.000000000) *
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465010) c1>=4296.878 1 0 closed (1.000000000 0.000000000) *
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465012) c10< 4599.755 6 0 closed (1.000000000 0.000000000) *
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930026) c10>=4608.548 4 0 closed (1.000000000 0.000000000) *
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465014) c1>=4296.719 2 0 closed (1.000000000 0.000000000) *
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930030) c15< 4564.748 2 0 closed (1.000000000 0.000000000) *
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3720126) c3>=3996.134 1 0 closed (1.000000000 0.000000000) *
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930046) c3>=3997.508 1 0 closed (1.000000000 0.000000000) *
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14534) c4>=4615.168 2 0 closed (1.000000000 0.000000000) *
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29070) c1>=4300.199 5 2 closed (0.600000000 0.400000000)
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232572) c1>=4285.026 1 0 closed (1.000000000 0.000000000) *
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58146) c4>=4614.509 1 0 closed (1.000000000 0.000000000) *
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930400) c4< 4608.128 13 0 closed (1.000000000 0.000000000) *
930401) c4>=4608.128 25 8 closed (0.680000000 0.320000000)
1860802) c6>=4326.898 23 6 closed (0.739130435 0.260869565)
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3721605) c11>=4216.334 2 0 open (0.000000000 1.000000000) *
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232601) c4< 4599.56 2 0 open (0.000000000 1.000000000) *
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930408) c5< 4137.579 13 0 closed (1.000000000 0.000000000) *
930409) c5>=4137.579 1 0 open (0.000000000 1.000000000) *
465205) c11< 4161.953 4 0 open (0.000000000 1.000000000) *
232603) c11>=4186.549 41 11 open (0.268292683 0.731707317)
465206) c16>=4349.756 24 11 open (0.458333333 0.541666667)
930412) c5>=4116.877 18 7 closed (0.611111111 0.388888889)
1860824) c10< 4602.955 6 0 closed (1.000000000 0.000000000) *
1860825) c10>=4602.955 12 5 open (0.416666667 0.583333333)
3721650) c10>=4608.105 7 2 closed (0.714285714 0.285714286)
7443300) c6>=4328.771 5 0 closed (1.000000000 0.000000000) *
7443301) c6< 4328.771 2 0 open (0.000000000 1.000000000) *
3721651) c10< 4608.105 5 0 open (0.000000000 1.000000000) *
930413) c5< 4116.877 6 0 open (0.000000000 1.000000000) *
465207) c16< 4349.756 17 0 open (0.000000000 1.000000000) *
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14538) c5< 4115.876 19 8 closed (0.578947368 0.421052632)
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116304) c1< 4283.327 10 0 closed (1.000000000 0.000000000) *
116305) c1>=4283.327 1 0 open (0.000000000 1.000000000) *
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29077) c12>=4237.674 6 1 open (0.166666667 0.833333333)
58154) c2< 4234.728 1 0 closed (1.000000000 0.000000000) *
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14539) c5>=4115.876 53 10 open (0.188679245 0.811320755)
29078) c9>=4212.392 2 0 closed (1.000000000 0.000000000) *
29079) c9< 4212.392 51 8 open (0.156862745 0.843137255)
58158) c7>=4234.738 3 1 closed (0.666666667 0.333333333)
116316) c1< 4278.669 2 0 closed (1.000000000 0.000000000) *
116317) c1>=4278.669 1 0 open (0.000000000 1.000000000) *
58159) c7< 4234.738 48 6 open (0.125000000 0.875000000)
116318) c6< 4320.621 1 0 closed (1.000000000 0.000000000) *
116319) c6>=4320.621 47 5 open (0.106382979 0.893617021)
232638) c10>=4627.606 1 0 closed (1.000000000 0.000000000) *
232639) c10< 4627.606 46 4 open (0.086956522 0.913043478)
465278) c16>=4362.361 1 0 closed (1.000000000 0.000000000) *
465279) c16< 4362.361 45 3 open (0.066666667 0.933333333)
930558) c9< 4184.198 14 3 open (0.214285714 0.785714286)
1861116) c10>=4615.817 2 0 closed (1.000000000 0.000000000) *
1861117) c10< 4615.817 12 1 open (0.083333333 0.916666667)
3722234) c4>=4612.73 1 0 closed (1.000000000 0.000000000) *
3722235) c4< 4612.73 11 0 open (0.000000000 1.000000000) *
930559) c9>=4184.198 31 0 open (0.000000000 1.000000000) *
3635) c8>=4065.008 333 107 open (0.321321321 0.678678679)
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14540) c13< 4280.366 41 13 closed (0.682926829 0.317073171)
29080) c4< 4613.941 31 6 closed (0.806451613 0.193548387)
58160) c8>=4066.728 28 4 closed (0.857142857 0.142857143)
116320) c8< 4082.793 24 2 closed (0.916666667 0.083333333)
232640) c6>=4329.754 17 0 closed (1.000000000 0.000000000) *
232641) c6< 4329.754 7 2 closed (0.714285714 0.285714286)
465282) c1< 4292.572 4 0 closed (1.000000000 0.000000000) *
465283) c1>=4292.572 3 1 open (0.333333333 0.666666667)
930566) c1>=4304.342 1 0 closed (1.000000000 0.000000000) *
930567) c1< 4304.342 2 0 open (0.000000000 1.000000000) *
116321) c8>=4082.793 4 2 closed (0.500000000 0.500000000)
232642) c6< 4342.527 2 0 closed (1.000000000 0.000000000) *
232643) c6>=4342.527 2 0 open (0.000000000 1.000000000) *
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116322) c3>=4003.989 1 0 closed (1.000000000 0.000000000) *
116323) c3< 4003.989 2 0 open (0.000000000 1.000000000) *
29081) c4>=4613.941 10 3 open (0.300000000 0.700000000)
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4061) c7< 4214.46 21 1 open (0.047619048 0.952380952)
8122) c13>=4269.674 1 0 closed (1.000000000 0.000000000) *
8123) c13< 4269.674 20 0 open (0.000000000 1.000000000) *
2031) c11>=4173.054 87 5 open (0.057471264 0.942528736)
4062) c11>=4209.435 1 0 closed (1.000000000 0.000000000) *
4063) c11< 4209.435 86 4 open (0.046511628 0.953488372)
8126) c15< 4552.973 8 3 open (0.375000000 0.625000000)
16252) c3>=4021.013 4 1 closed (0.750000000 0.250000000)
32504) c1< 4267.506 3 0 closed (1.000000000 0.000000000) *
32505) c1>=4267.506 1 0 open (0.000000000 1.000000000) *
16253) c3< 4021.013 4 0 open (0.000000000 1.000000000) *
8127) c15>=4552.973 78 1 open (0.012820513 0.987179487)
16254) c4< 4624.293 4 1 open (0.250000000 0.750000000)
32508) c4>=4624.177 1 0 closed (1.000000000 0.000000000) *
32509) c4< 4624.177 3 0 open (0.000000000 1.000000000) *
16255) c4>=4624.293 74 0 open (0.000000000 1.000000000) *
127) c15>=4589.173 721 69 open (0.095700416 0.904299584)
254) c2>=4278.419 44 15 open (0.340909091 0.659090909)
508) c1>=4305.991 17 5 closed (0.705882353 0.294117647)
1016) c4< 4629.495 12 1 closed (0.916666667 0.083333333)
2032) c7< 4244.203 11 0 closed (1.000000000 0.000000000) *
2033) c7>=4244.203 1 0 open (0.000000000 1.000000000) *
1017) c4>=4629.495 5 1 open (0.200000000 0.800000000)
2034) c4>=4636.538 1 0 closed (1.000000000 0.000000000) *
2035) c4< 4636.538 4 0 open (0.000000000 1.000000000) *
509) c1< 4305.991 27 3 open (0.111111111 0.888888889)
1018) c7>=4257.695 1 0 closed (1.000000000 0.000000000) *
1019) c7< 4257.695 26 2 open (0.076923077 0.923076923)
2038) c7< 4222.724 5 2 open (0.400000000 0.600000000)
4076) c5>=4138.964 2 0 closed (1.000000000 0.000000000) *
4077) c5< 4138.964 3 0 open (0.000000000 1.000000000) *
2039) c7>=4222.724 21 0 open (0.000000000 1.000000000) *
255) c2< 4278.419 677 54 open (0.079763663 0.920236337)
510) c10>=4628.333 84 17 open (0.202380952 0.797619048)
1020) c8< 4063.729 19 8 closed (0.578947368 0.421052632)
2040) c7>=4237.936 11 2 closed (0.818181818 0.181818182)
4080) c5>=4110.577 8 0 closed (1.000000000 0.000000000) *
4081) c5< 4110.577 3 1 open (0.333333333 0.666666667)
8162) c1>=4296.496 1 0 closed (1.000000000 0.000000000) *
8163) c1< 4296.496 2 0 open (0.000000000 1.000000000) *
2041) c7< 4237.936 8 2 open (0.250000000 0.750000000)
4082) c10< 4629.855 3 1 closed (0.666666667 0.333333333)
8164) c2>=4258.259 2 0 closed (1.000000000 0.000000000) *
8165) c2< 4258.259 1 0 open (0.000000000 1.000000000) *
4083) c10>=4629.855 5 0 open (0.000000000 1.000000000) *
1021) c8>=4063.729 65 6 open (0.092307692 0.907692308)
2042) c4< 4627.947 23 6 open (0.260869565 0.739130435)
4084) c15< 4603.757 5 1 closed (0.800000000 0.200000000)
8168) c2>=4253.878 4 0 closed (1.000000000 0.000000000) *
8169) c2< 4253.878 1 0 open (0.000000000 1.000000000) *
4085) c15>=4603.757 18 2 open (0.111111111 0.888888889)
8170) c4>=4627.835 1 0 closed (1.000000000 0.000000000) *
8171) c4< 4627.835 17 1 open (0.058823529 0.941176471)
16342) c16>=4363.108 1 0 closed (1.000000000 0.000000000) *
16343) c16< 4363.108 16 0 open (0.000000000 1.000000000) *
2043) c4>=4627.947 42 0 open (0.000000000 1.000000000) *
511) c10< 4628.333 593 37 open (0.062394604 0.937605396)
1022) c13< 4249.047 7 3 open (0.428571429 0.571428571)
2044) c9>=4194.345 3 0 closed (1.000000000 0.000000000) *
2045) c9< 4194.345 4 0 open (0.000000000 1.000000000) *
1023) c13>=4249.047 586 34 open (0.058020478 0.941979522)
2046) c10< 4582.379 1 0 closed (1.000000000 0.000000000) *
2047) c10>=4582.379 585 33 open (0.056410256 0.943589744)
4094) c1< 4283.896 165 18 open (0.109090909 0.890909091)
8188) c15>=4614.629 20 8 open (0.400000000 0.600000000)
16376) c3>=4002.711 8 1 closed (0.875000000 0.125000000)
32752) c1>=4270.279 7 0 closed (1.000000000 0.000000000) *
32753) c1< 4270.279 1 0 open (0.000000000 1.000000000) *
16377) c3< 4002.711 12 1 open (0.083333333 0.916666667)
32754) c1< 4271.193 1 0 closed (1.000000000 0.000000000) *
32755) c1>=4271.193 11 0 open (0.000000000 1.000000000) *
8189) c15< 4614.629 145 10 open (0.068965517 0.931034483)
16378) c1>=4283.653 1 0 closed (1.000000000 0.000000000) *
16379) c1< 4283.653 144 9 open (0.062500000 0.937500000)
32758) c12>=4252.489 15 4 open (0.266666667 0.733333333)
65516) c8< 4062.576 7 3 closed (0.571428571 0.428571429)
131032) c3< 4010.141 4 0 closed (1.000000000 0.000000000) *
131033) c3>=4010.141 3 0 open (0.000000000 1.000000000) *
65517) c8>=4062.576 8 0 open (0.000000000 1.000000000) *
32759) c12< 4252.489 129 5 open (0.038759690 0.961240310)
65518) c2>=4271.869 2 1 closed (0.500000000 0.500000000)
131036) c1>=4270.035 1 0 closed (1.000000000 0.000000000) *
131037) c1< 4270.035 1 0 open (0.000000000 1.000000000) *
65519) c2< 4271.869 127 4 open (0.031496063 0.968503937)
131038) c5< 4102.971 21 3 open (0.142857143 0.857142857)
262076) c9< 4198.99 7 3 open (0.428571429 0.571428571)
524152) c7>=4230.766 3 0 closed (1.000000000 0.000000000) *
524153) c7< 4230.766 4 0 open (0.000000000 1.000000000) *
262077) c9>=4198.99 14 0 open (0.000000000 1.000000000) *
131039) c5>=4102.971 106 1 open (0.009433962 0.990566038)
262078) c9>=4217.806 4 1 open (0.250000000 0.750000000)
524156) c3< 3963.844 1 0 closed (1.000000000 0.000000000) *
524157) c3>=3963.844 3 0 open (0.000000000 1.000000000) *
262079) c9< 4217.806 102 0 open (0.000000000 1.000000000) *
4095) c1>=4283.896 420 15 open (0.035714286 0.964285714)
8190) c5>=4144.085 17 4 open (0.235294118 0.764705882)
16380) c7>=4241.807 3 0 closed (1.000000000 0.000000000) *
16381) c7< 4241.807 14 1 open (0.071428571 0.928571429)
32762) c8>=4076.267 2 1 closed (0.500000000 0.500000000)
65524) c1< 4303.18 1 0 closed (1.000000000 0.000000000) *
65525) c1>=4303.18 1 0 open (0.000000000 1.000000000) *
32763) c8< 4076.267 12 0 open (0.000000000 1.000000000) *
8191) c5< 4144.085 403 11 open (0.027295285 0.972704715)
16382) c10>=4619.655 110 8 open (0.072727273 0.927272727)
32764) c10< 4619.747 1 0 closed (1.000000000 0.000000000) *
32765) c10>=4619.747 109 7 open (0.064220183 0.935779817)
65530) c13< 4266.646 16 4 open (0.250000000 0.750000000)
131060) c2< 4249.03 2 0 closed (1.000000000 0.000000000) *
131061) c2>=4249.03 14 2 open (0.142857143 0.857142857)
262122) c3< 3977.859 1 0 closed (1.000000000 0.000000000) *
262123) c3>=3977.859 13 1 open (0.076923077 0.923076923)
524246) c4>=4636.364 1 0 closed (1.000000000 0.000000000) *
524247) c4< 4636.364 12 0 open (0.000000000 1.000000000) *
65531) c13>=4266.646 93 3 open (0.032258065 0.967741935)
131062) c11>=4225.37 2 1 closed (0.500000000 0.500000000)
262124) c1>=4297.351 1 0 closed (1.000000000 0.000000000) *
262125) c1< 4297.351 1 0 open (0.000000000 1.000000000) *
131063) c11< 4225.37 91 2 open (0.021978022 0.978021978)
262126) c6>=4359.804 3 1 open (0.333333333 0.666666667)
524252) c1< 4293.473 1 0 closed (1.000000000 0.000000000) *
524253) c1>=4293.473 2 0 open (0.000000000 1.000000000) *
262127) c6< 4359.804 88 1 open (0.011363636 0.988636364)
524254) c16>=4362.507 5 1 open (0.200000000 0.800000000)
1048508) c6>=4346.186 1 0 closed (1.000000000 0.000000000) *
1048509) c6< 4346.186 4 0 open (0.000000000 1.000000000) *
524255) c16< 4362.507 83 0 open (0.000000000 1.000000000) *
16383) c10< 4619.655 293 3 open (0.010238908 0.989761092)
32766) c15>=4629.583 3 1 open (0.333333333 0.666666667)
65532) c1< 4292.359 1 0 closed (1.000000000 0.000000000) *
65533) c1>=4292.359 2 0 open (0.000000000 1.000000000) *
32767) c15< 4629.583 290 2 open (0.006896552 0.993103448)
65534) c11>=4213.332 31 2 open (0.064516129 0.935483871)
131068) c11< 4213.674 1 0 closed (1.000000000 0.000000000) *
131069) c11>=4213.674 30 1 open (0.033333333 0.966666667)
262138) c16>=4362.5 3 1 open (0.333333333 0.666666667)
524276) c1>=4297.114 1 0 closed (1.000000000 0.000000000) *
524277) c1< 4297.114 2 0 open (0.000000000 1.000000000) *
262139) c16< 4362.5 27 0 open (0.000000000 1.000000000) *
65535) c11< 4213.332 259 0 open (0.000000000 1.000000000) *
In [ ]:
printcp(dtree_full)
# "46 0.00049635 301 0.262285 0.53903 0.0093220"
# cp = 0.00049635
# with 301 splits
# and xerror the smallest = 0.53903
# this value of cp looks the best to me. i want to verify it before.
Classification tree:
rpart::rpart(formula = eyes ~ ., data = train_data, method = "class",
control = rpart.control(minsplit = 1, cp = 0))
Variables actually used in tree construction:
[1] c1 c10 c11 c12 c13 c15 c16 c2 c3 c4 c5 c6 c7 c8 c9
Root node error: 4701/10465 = 0.44921
n= 10465
CP nsplit rel error xerror xstd
1 0.09763880 0 1.000000 1.00000 0.0108242
2 0.05700915 1 0.902361 0.91959 0.0107149
3 0.03212083 2 0.845352 0.85110 0.0105749
4 0.02807913 3 0.813231 0.84152 0.0105518
5 0.01978302 5 0.757073 0.77707 0.0103730
6 0.01446501 7 0.717507 0.74388 0.0102646
7 0.01382685 8 0.703042 0.74048 0.0102528
8 0.01255052 9 0.689215 0.72431 0.0101953
9 0.00829611 10 0.676665 0.71240 0.0101512
10 0.00723250 11 0.668368 0.70070 0.0101063
11 0.00531802 13 0.653903 0.69198 0.0100719
12 0.00489258 16 0.637949 0.66645 0.0099662
13 0.00416933 18 0.628164 0.65114 0.0098993
14 0.00404169 28 0.569241 0.64050 0.0098512
15 0.00393533 29 0.565199 0.63455 0.0098237
16 0.00361625 31 0.557328 0.63178 0.0098108
17 0.00333262 32 0.553712 0.62987 0.0098018
18 0.00276537 36 0.535843 0.62093 0.0097592
19 0.00262356 38 0.530313 0.61923 0.0097510
20 0.00255265 41 0.522442 0.61625 0.0097365
21 0.00233993 42 0.519889 0.61412 0.0097261
22 0.00219811 45 0.512870 0.59966 0.0096539
23 0.00212721 48 0.506275 0.59285 0.0096191
24 0.00191449 52 0.497766 0.58817 0.0095947
25 0.00180813 59 0.482663 0.58413 0.0095735
26 0.00170177 61 0.479047 0.57924 0.0095475
27 0.00159541 62 0.477345 0.57541 0.0095270
28 0.00154223 69 0.465220 0.57413 0.0095201
29 0.00148904 73 0.459051 0.57073 0.0095016
30 0.00138268 75 0.456073 0.57009 0.0094981
31 0.00134723 82 0.445863 0.57009 0.0094981
32 0.00127632 85 0.441821 0.56967 0.0094958
33 0.00122314 89 0.436716 0.56499 0.0094700
34 0.00116996 99 0.421400 0.56499 0.0094700
35 0.00106360 105 0.414380 0.56520 0.0094712
36 0.00101042 119 0.399489 0.55988 0.0094416
37 0.00095724 124 0.393746 0.55967 0.0094404
38 0.00092179 142 0.375665 0.55605 0.0094201
39 0.00085088 150 0.368007 0.55584 0.0094189
40 0.00077998 183 0.339290 0.55010 0.0093862
41 0.00074452 193 0.330993 0.55010 0.0093862
42 0.00070907 207 0.320570 0.55073 0.0093899
43 0.00063816 210 0.318443 0.54308 0.0093456
44 0.00056726 272 0.278451 0.54350 0.0093481
45 0.00053180 280 0.273559 0.54137 0.0093357
46 0.00049635 301 0.262285 0.53903 0.0093220
47 0.00047862 319 0.250585 0.53946 0.0093245
48 0.00042544 328 0.246118 0.54456 0.0093543
49 0.00037226 477 0.181876 0.54542 0.0093592
50 0.00035453 489 0.176345 0.54797 0.0093740
51 0.00031908 516 0.166348 0.55584 0.0094189
52 0.00028363 615 0.132950 0.55839 0.0094333
53 0.00027350 640 0.125292 0.56307 0.0094594
54 0.00026590 647 0.123378 0.56414 0.0094653
55 0.00024817 651 0.122314 0.56414 0.0094653
56 0.00021272 665 0.118273 0.58264 0.0095656
57 0.00018613 1078 0.029994 0.58285 0.0095668
58 0.00017018 1086 0.028505 0.58392 0.0095724
59 0.00015954 1099 0.026165 0.58605 0.0095836
60 0.00014181 1105 0.025101 0.58839 0.0095958
61 0.00012763 1129 0.021698 0.58902 0.0095992
62 0.00012155 1139 0.020421 0.58902 0.0095992
63 0.00010636 1146 0.019570 0.59604 0.0096355
64 0.00000000 1329 0.000000 0.59604 0.0096355
In [ ]:
plotcp(dtree_full)
# somewhere between 0.0008 and close to 0.0004 we have the best cp value
# from previous printcp we know that the best cp value is 43. 0.00063816
In [ ]:
summary(dtree_full)
# i don't really understand this summary :'(
Call:
rpart::rpart(formula = eyes ~ ., data = train_data, method = "class",
control = rpart.control(minsplit = 1, cp = 0))
n= 10465
CP nsplit rel error xerror xstd
1 0.0976388003 0 1.00000000 1.0000000 0.010824236
2 0.0570091470 1 0.90236120 0.9195916 0.010714889
3 0.0321208254 2 0.84535205 0.8510955 0.010574871
4 0.0280791321 3 0.81323123 0.8415231 0.010551772
5 0.0197830249 5 0.75707296 0.7770687 0.010372950
6 0.0144650074 7 0.71750691 0.7438843 0.010264600
7 0.0138268454 8 0.70304191 0.7404807 0.010252842
8 0.0125505212 9 0.68921506 0.7243140 0.010195324
9 0.0082961072 10 0.67666454 0.7124016 0.010151160
10 0.0072325037 11 0.66836843 0.7007020 0.010106291
11 0.0053180174 13 0.65390342 0.6919804 0.010071868
12 0.0048925760 16 0.63794937 0.6664539 0.009966245
13 0.0041693257 18 0.62816422 0.6511381 0.009899312
14 0.0040416933 28 0.56924059 0.6405020 0.009851224
15 0.0039353329 29 0.56519889 0.6345458 0.009823712
16 0.0036162519 31 0.55732823 0.6317805 0.009810794
17 0.0033326243 32 0.55371198 0.6298660 0.009801798
18 0.0027653691 36 0.53584344 0.6209317 0.009759231
19 0.0026235553 38 0.53031270 0.6192300 0.009751013
20 0.0025526484 41 0.52244203 0.6162519 0.009736546
21 0.0023399277 42 0.51988939 0.6141247 0.009726147
22 0.0021981139 45 0.51286960 0.5996596 0.009653945
23 0.0021272070 48 0.50627526 0.5928526 0.009619061
24 0.0019144863 52 0.49776643 0.5881727 0.009594737
25 0.0018081259 59 0.48266326 0.5841310 0.009573504
26 0.0017017656 61 0.47904701 0.5792385 0.009547519
27 0.0015954052 62 0.47734525 0.5754095 0.009526966
28 0.0015422251 69 0.46522017 0.5741332 0.009520073
29 0.0014890449 73 0.45905127 0.5707296 0.009501586
30 0.0013826845 75 0.45607318 0.5700915 0.009498102
31 0.0013472311 82 0.44586258 0.5700915 0.009498102
32 0.0012763242 85 0.44182089 0.5696660 0.009495777
33 0.0012231440 89 0.43671559 0.5649862 0.009470041
34 0.0011699638 99 0.42139970 0.5649862 0.009470041
35 0.0010636035 105 0.41437992 0.5651989 0.009471218
36 0.0010104233 119 0.39948947 0.5598809 0.009441633
37 0.0009572431 124 0.39374601 0.5596682 0.009440442
38 0.0009217897 142 0.37566475 0.5560519 0.009420098
39 0.0008508828 150 0.36800681 0.5558392 0.009418896
40 0.0007799759 183 0.33928951 0.5500957 0.009386203
41 0.0007445224 193 0.33099341 0.5500957 0.009386203
42 0.0007090690 207 0.32057009 0.5507339 0.009389858
43 0.0006381621 210 0.31844288 0.5430759 0.009345632
44 0.0005672552 272 0.27845139 0.5435014 0.009348110
45 0.0005318017 280 0.27355882 0.5413742 0.009335694
46 0.0004963483 301 0.26228462 0.5390342 0.009321964
47 0.0004786216 319 0.25058498 0.5394597 0.009324466
48 0.0004254414 328 0.24611785 0.5445650 0.009354295
49 0.0003722612 477 0.18187620 0.5454159 0.009359231
50 0.0003545345 489 0.17634546 0.5479685 0.009373980
51 0.0003190810 516 0.16634759 0.5558392 0.009418896
52 0.0002836276 615 0.13295044 0.5583918 0.009433282
53 0.0002734980 640 0.12529249 0.5630717 0.009459429
54 0.0002659009 647 0.12337800 0.5641353 0.009465331
55 0.0002481741 651 0.12231440 0.5641353 0.009465331
56 0.0002127207 665 0.11827271 0.5826420 0.009565628
57 0.0001861306 1078 0.02999362 0.5828547 0.009566755
58 0.0001701766 1086 0.02850457 0.5839183 0.009572381
59 0.0001595405 1099 0.02616465 0.5860455 0.009583588
60 0.0001418138 1105 0.02510104 0.5883854 0.009595848
61 0.0001276324 1129 0.02169751 0.5890236 0.009599180
62 0.0001215547 1139 0.02042119 0.5890236 0.009599180
63 0.0001063603 1146 0.01957030 0.5960434 0.009635486
64 0.0000000000 1329 0.00000000 0.5960434 0.009635486
Variable importance
c1 c3 c8 c4 c16 c15 c2 c13 c5 c11 c7 c6 c9 c10 c12
10 9 9 8 7 7 7 6 6 6 6 6 5 5 2
Node number 1: 10465 observations, complexity param=0.0976388
predicted class=open expected loss=0.4492117 P(node) =1
class counts: 4701 5764
probabilities: 0.449 0.551
left son=2 (3783 obs) right son=3 (6682 obs)
Primary splits:
c16 < 4363.988 to the right, improve=147.19540, (0 missing)
c8 < 4100.875 to the right, improve=144.31470, (0 missing)
c1 < 4309.962 to the right, improve=130.82360, (0 missing)
c15 < 4615.259 to the right, improve=111.66610, (0 missing)
c9 < 4219.925 to the right, improve= 89.37421, (0 missing)
Surrogate splits:
c1 < 4305.328 to the right, agree=0.861, adj=0.616, (0 split)
c13 < 4284.157 to the right, agree=0.814, adj=0.485, (0 split)
c15 < 4616.905 to the right, agree=0.795, adj=0.432, (0 split)
c11 < 4213.123 to the right, agree=0.777, adj=0.382, (0 split)
c2 < 4272.792 to the right, agree=0.769, adj=0.362, (0 split)
Node number 2: 3783 observations, complexity param=0.02807913
predicted class=closed expected loss=0.4393339 P(node) =0.3614907
class counts: 2121 1662
probabilities: 0.561 0.439
left son=4 (551 obs) right son=5 (3232 obs)
Primary splits:
c3 < 3988.343 to the left, improve=110.22720, (0 missing)
c8 < 4092.413 to the right, improve= 95.26798, (0 missing)
c1 < 4404.231 to the left, improve= 78.66117, (0 missing)
c9 < 4207.098 to the right, improve= 40.93284, (0 missing)
c16 < 4459.277 to the left, improve= 40.36699, (0 missing)
Surrogate splits:
c5 < 4102.309 to the left, agree=0.898, adj=0.301, (0 split)
c2 < 4241.921 to the left, agree=0.861, adj=0.045, (0 split)
c15 < 4755.379 to the right, agree=0.857, adj=0.018, (0 split)
c1 < 4279.218 to the left, agree=0.856, adj=0.013, (0 split)
c4 < 6426.654 to the right, agree=0.855, adj=0.004, (0 split)
Node number 3: 6682 observations, complexity param=0.05700915
predicted class=open expected loss=0.3861119 P(node) =0.6385093
class counts: 2580 4102
probabilities: 0.386 0.614
left son=6 (1704 obs) right son=7 (4978 obs)
Primary splits:
c8 < 4054.442 to the left, improve=169.56350, (0 missing)
c4 < 4621.039 to the left, improve=122.52930, (0 missing)
c16 < 4322.298 to the right, improve= 79.77882, (0 missing)
c3 < 4039.145 to the left, improve= 56.87807, (0 missing)
c1 < 4264.543 to the right, improve= 47.88938, (0 missing)
Surrogate splits:
c9 < 4168.567 to the left, agree=0.746, adj=0.005, (0 split)
c7 < 4172.123 to the left, agree=0.746, adj=0.002, (0 split)
c6 < 4301.863 to the left, agree=0.745, adj=0.002, (0 split)
c10 < 4576.419 to the left, agree=0.745, adj=0.002, (0 split)
c5 < 4065.776 to the left, agree=0.745, adj=0.001, (0 split)
Node number 4: 551 observations, complexity param=0.002198114
predicted class=closed expected loss=0.1470054 P(node) =0.0526517
class counts: 470 81
probabilities: 0.853 0.147
left son=8 (421 obs) right son=9 (130 obs)
Primary splits:
c16 < 4372.127 to the right, improve=20.476040, (0 missing)
c8 < 4083.705 to the right, improve=12.393120, (0 missing)
c1 < 4317.442 to the right, improve=10.250200, (0 missing)
c4 < 4608.994 to the left, improve= 7.766076, (0 missing)
c15 < 4650.359 to the right, improve= 7.355304, (0 missing)
Surrogate splits:
c8 < 4057.204 to the right, agree=0.789, adj=0.108, (0 split)
c1 < 4293.587 to the right, agree=0.786, adj=0.092, (0 split)
c15 < 4602.615 to the right, agree=0.784, adj=0.085, (0 split)
c11 < 4167.84 to the right, agree=0.777, adj=0.054, (0 split)
c13 < 4268.328 to the right, agree=0.777, adj=0.054, (0 split)
Node number 5: 3232 observations, complexity param=0.02807913
predicted class=closed expected loss=0.4891708 P(node) =0.308839
class counts: 1651 1581
probabilities: 0.511 0.489
left son=10 (746 obs) right son=11 (2486 obs)
Primary splits:
c8 < 4095.476 to the right, improve=88.02909, (0 missing)
c3 < 4075.931 to the left, improve=65.00285, (0 missing)
c1 < 4404.231 to the left, improve=60.47958, (0 missing)
c16 < 4481.706 to the left, improve=40.30736, (0 missing)
c9 < 4211.776 to the right, improve=38.84014, (0 missing)
Surrogate splits:
c6 < 4368.211 to the right, agree=0.886, adj=0.505, (0 split)
c4 < 4650.305 to the right, agree=0.882, adj=0.488, (0 split)
c10 < 4644.193 to the right, agree=0.881, adj=0.484, (0 split)
c9 < 4231.236 to the right, agree=0.879, adj=0.475, (0 split)
c2 < 4316.708 to the right, agree=0.848, adj=0.343, (0 split)
Node number 6: 1704 observations, complexity param=0.03212083
predicted class=closed expected loss=0.4213615 P(node) =0.1628285
class counts: 986 718
probabilities: 0.579 0.421
left son=12 (1019 obs) right son=13 (685 obs)
Primary splits:
c13 < 4264.208 to the right, improve=81.71172, (0 missing)
c16 < 4314.31 to the right, improve=67.60678, (0 missing)
c1 < 4255.221 to the right, improve=63.33902, (0 missing)
c11 < 4175.286 to the right, improve=52.79082, (0 missing)
c15 < 4611.427 to the right, improve=46.62508, (0 missing)
Surrogate splits:
c16 < 4332.993 to the right, agree=0.707, adj=0.270, (0 split)
c1 < 4272.008 to the right, agree=0.687, adj=0.222, (0 split)
c2 < 4244.938 to the right, agree=0.685, adj=0.218, (0 split)
c11 < 4189.418 to the right, agree=0.685, adj=0.216, (0 split)
c15 < 4576.08 to the right, agree=0.683, adj=0.212, (0 split)
Node number 7: 4978 observations, complexity param=0.004169326
predicted class=open expected loss=0.3202089 P(node) =0.4756808
class counts: 1594 3384
probabilities: 0.320 0.680
left son=14 (3298 obs) right son=15 (1680 obs)
Primary splits:
c4 < 4623.657 to the left, improve=45.97257, (0 missing)
c16 < 4339.253 to the right, improve=39.30587, (0 missing)
c8 < 4100.809 to the right, improve=36.39153, (0 missing)
c3 < 4042 to the left, improve=29.19636, (0 missing)
c1 < 4309.626 to the right, improve=26.27617, (0 missing)
Surrogate splits:
c6 < 4349.163 to the left, agree=0.733, adj=0.210, (0 split)
c10 < 4634.786 to the left, agree=0.703, adj=0.119, (0 split)
c8 < 4088.613 to the left, agree=0.691, adj=0.085, (0 split)
c5 < 4138.57 to the left, agree=0.690, adj=0.082, (0 split)
c9 < 4213.116 to the left, agree=0.686, adj=0.071, (0 split)
Node number 8: 421 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.07125891 P(node) =0.04022934
class counts: 391 30
probabilities: 0.929 0.071
left son=16 (419 obs) right son=17 (2 obs)
Primary splits:
c1 < 5828.922 to the left, improve=3.466709, (0 missing)
c2 < 3341.347 to the right, improve=3.466709, (0 missing)
c3 < 3856.266 to the right, improve=3.466709, (0 missing)
c4 < 6371.928 to the left, improve=3.466709, (0 missing)
c6 < 5201.477 to the left, improve=3.466709, (0 missing)
Surrogate splits:
c2 < 3341.347 to the right, agree=1, adj=1, (0 split)
c3 < 3856.266 to the right, agree=1, adj=1, (0 split)
c4 < 6371.928 to the left, agree=1, adj=1, (0 split)
c6 < 5201.477 to the left, agree=1, adj=1, (0 split)
c8 < 5235.38 to the left, agree=1, adj=1, (0 split)
Node number 9: 130 observations, complexity param=0.002198114
predicted class=closed expected loss=0.3923077 P(node) =0.01242236
class counts: 79 51
probabilities: 0.608 0.392
left son=18 (44 obs) right son=19 (86 obs)
Primary splits:
c11 < 4195.355 to the left, improve=18.169600, (0 missing)
c5 < 4115.648 to the left, improve=16.474200, (0 missing)
c8 < 4088.823 to the right, improve=16.003640, (0 missing)
c7 < 4229.108 to the left, improve= 9.856410, (0 missing)
c2 < 4253.847 to the left, improve= 9.791084, (0 missing)
Surrogate splits:
c2 < 4249.733 to the left, agree=0.777, adj=0.341, (0 split)
c7 < 4227.816 to the left, agree=0.754, adj=0.273, (0 split)
c8 < 4092.16 to the right, agree=0.723, adj=0.182, (0 split)
c5 < 4087.792 to the left, agree=0.700, adj=0.114, (0 split)
c16 < 4364.944 to the left, agree=0.692, adj=0.091, (0 split)
Node number 10: 746 observations, complexity param=0.01255052
predicted class=closed expected loss=0.2761394 P(node) =0.07128524
class counts: 540 206
probabilities: 0.724 0.276
left son=20 (677 obs) right son=21 (69 obs)
Primary splits:
c4 < 4708.531 to the left, improve=64.52389, (0 missing)
c10 < 4696.531 to the left, improve=55.61166, (0 missing)
c13 < 4362.449 to the left, improve=51.14205, (0 missing)
c7 < 4322.774 to the left, improve=50.71063, (0 missing)
c3 < 4075.953 to the left, improve=49.58134, (0 missing)
Surrogate splits:
c13 < 4356.775 to the left, agree=0.973, adj=0.710, (0 split)
c10 < 4694.581 to the left, agree=0.972, adj=0.696, (0 split)
c7 < 4319.675 to the left, agree=0.971, adj=0.681, (0 split)
c9 < 4280.254 to the left, agree=0.965, adj=0.623, (0 split)
c11 < 4301.375 to the left, agree=0.960, adj=0.565, (0 split)
Node number 11: 2486 observations, complexity param=0.01978302
predicted class=open expected loss=0.4469027 P(node) =0.2375538
class counts: 1111 1375
probabilities: 0.447 0.553
left son=22 (2120 obs) right son=23 (366 obs)
Primary splits:
c3 < 4061.067 to the left, improve=46.91594, (0 missing)
c1 < 4428.342 to the left, improve=39.98306, (0 missing)
c4 < 4626.404 to the left, improve=30.45933, (0 missing)
c16 < 4481.706 to the left, improve=28.30794, (0 missing)
c5 < 4175.267 to the left, improve=19.37134, (0 missing)
Surrogate splits:
c5 < 4154.232 to the left, agree=0.928, adj=0.514, (0 split)
c1 < 4409.355 to the left, agree=0.923, adj=0.475, (0 split)
c2 < 4295.629 to the left, agree=0.891, adj=0.260, (0 split)
c16 < 4440.194 to the left, agree=0.887, adj=0.230, (0 split)
c7 < 4209.543 to the right, agree=0.863, adj=0.068, (0 split)
Node number 12: 1019 observations, complexity param=0.007232504
predicted class=closed expected loss=0.2944063 P(node) =0.09737219
class counts: 719 300
probabilities: 0.706 0.294
left son=24 (598 obs) right son=25 (421 obs)
Primary splits:
c4 < 4613.665 to the left, improve=40.87047, (0 missing)
c8 < 4045.313 to the left, improve=20.23402, (0 missing)
c3 < 3995.486 to the right, improve=16.05180, (0 missing)
c11 < 4175.24 to the right, improve=15.71034, (0 missing)
c10 < 4597.649 to the left, improve=11.58779, (0 missing)
Surrogate splits:
c6 < 4338.606 to the left, agree=0.633, adj=0.112, (0 split)
c7 < 4230.124 to the left, agree=0.631, adj=0.107, (0 split)
c8 < 4049.197 to the left, agree=0.619, adj=0.078, (0 split)
c15 < 4608.043 to the left, agree=0.619, adj=0.078, (0 split)
c3 < 4014.168 to the left, agree=0.615, adj=0.069, (0 split)
Node number 13: 685 observations, complexity param=0.01382685
predicted class=open expected loss=0.389781 P(node) =0.06545628
class counts: 267 418
probabilities: 0.390 0.610
left son=26 (107 obs) right son=27 (578 obs)
Primary splits:
c15 < 4605.457 to the right, improve=43.45979, (0 missing)
c16 < 4314.262 to the right, improve=31.07322, (0 missing)
c1 < 4251.134 to the right, improve=29.50568, (0 missing)
c3 < 3988.095 to the right, improve=25.10951, (0 missing)
c13 < 4253.369 to the right, improve=22.94924, (0 missing)
Surrogate splits:
c1 < 4306.694 to the right, agree=0.847, adj=0.019, (0 split)
c11 < 4213.771 to the right, agree=0.845, adj=0.009, (0 split)
c16 < 4363.089 to the right, agree=0.845, adj=0.009, (0 split)
Node number 14: 3298 observations, complexity param=0.004169326
predicted class=open expected loss=0.3687083 P(node) =0.3151457
class counts: 1216 2082
probabilities: 0.369 0.631
left son=28 (2564 obs) right son=29 (734 obs)
Primary splits:
c16 < 4332.343 to the right, improve=42.89704, (0 missing)
c3 < 3971.175 to the left, improve=36.29602, (0 missing)
c1 < 4311.574 to the right, improve=31.31474, (0 missing)
c4 < 4590.415 to the right, improve=26.38955, (0 missing)
c5 < 4090.384 to the left, improve=24.65441, (0 missing)
Surrogate splits:
c1 < 4267.574 to the right, agree=0.894, adj=0.523, (0 split)
c15 < 4572.302 to the right, agree=0.865, adj=0.395, (0 split)
c13 < 4255.893 to the right, agree=0.845, adj=0.305, (0 split)
c2 < 4237.658 to the right, agree=0.828, adj=0.229, (0 split)
c7 < 4206.297 to the right, agree=0.817, adj=0.178, (0 split)
Node number 15: 1680 observations, complexity param=0.004169326
predicted class=open expected loss=0.225 P(node) =0.1605351
class counts: 378 1302
probabilities: 0.225 0.775
left son=30 (82 obs) right son=31 (1598 obs)
Primary splits:
c8 < 4107.834 to the right, improve=40.108980, (0 missing)
c9 < 4222.29 to the right, improve=17.215820, (0 missing)
c7 < 4249.896 to the right, improve=16.990560, (0 missing)
c15 < 4626.821 to the right, improve= 9.603109, (0 missing)
c3 < 4044.015 to the left, improve= 8.385248, (0 missing)
Surrogate splits:
c6 < 4397.348 to the right, agree=0.952, adj=0.012, (0 split)
c15 < 4640.521 to the right, agree=0.952, adj=0.012, (0 split)
Node number 16: 419 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.06682578 P(node) =0.04003822
class counts: 391 28
probabilities: 0.933 0.067
left son=32 (319 obs) right son=33 (100 obs)
Primary splits:
c13 < 4284.438 to the right, improve=2.796377, (0 missing)
c8 < 4083.705 to the right, improve=2.429521, (0 missing)
c16 < 4385.264 to the right, improve=2.083208, (0 missing)
c1 < 4332.533 to the right, improve=2.065164, (0 missing)
c4 < 4608.994 to the left, improve=1.508071, (0 missing)
Surrogate splits:
c15 < 4594.018 to the right, agree=0.785, adj=0.10, (0 split)
c11 < 4188.695 to the right, agree=0.780, adj=0.08, (0 split)
c2 < 4236.707 to the right, agree=0.778, adj=0.07, (0 split)
c1 < 4280.69 to the right, agree=0.776, adj=0.06, (0 split)
c16 < 4375.15 to the right, agree=0.776, adj=0.06, (0 split)
Node number 17: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 18: 44 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.02272727 P(node) =0.004204491
class counts: 43 1
probabilities: 0.977 0.023
left son=36 (43 obs) right son=37 (1 obs)
Primary splits:
c8 < 4049.927 to the right, improve=1.9545450, (0 missing)
c12 < 4260.337 to the left, improve=1.9545450, (0 missing)
c4 < 4598.5 to the right, improve=0.9545455, (0 missing)
c5 < 4115.05 to the left, improve=0.9545455, (0 missing)
c13 < 4264.094 to the right, improve=0.9545455, (0 missing)
Node number 19: 86 observations, complexity param=0.002198114
predicted class=open expected loss=0.4186047 P(node) =0.008217869
class counts: 36 50
probabilities: 0.419 0.581
left son=38 (21 obs) right son=39 (65 obs)
Primary splits:
c8 < 4088.823 to the right, improve=13.133730, (0 missing)
c5 < 4117.955 to the left, improve= 8.232624, (0 missing)
c10 < 4623.804 to the right, improve= 6.176255, (0 missing)
c15 < 4589.625 to the left, improve= 5.963029, (0 missing)
c4 < 4617.781 to the left, improve= 5.353019, (0 missing)
Surrogate splits:
c15 < 4637.644 to the right, agree=0.837, adj=0.333, (0 split)
c3 < 3951.281 to the left, agree=0.826, adj=0.286, (0 split)
c5 < 4089.991 to the left, agree=0.826, adj=0.286, (0 split)
c10 < 4634.965 to the right, agree=0.802, adj=0.190, (0 split)
c11 < 4231.848 to the right, agree=0.802, adj=0.190, (0 split)
Node number 20: 677 observations, complexity param=0.005318017
predicted class=closed expected loss=0.2097489 P(node) =0.06469183
class counts: 535 142
probabilities: 0.790 0.210
left son=40 (656 obs) right son=41 (21 obs)
Primary splits:
c4 < 4605.287 to the right, improve=23.904600, (0 missing)
c2 < 4311.729 to the left, improve=15.910610, (0 missing)
c11 < 4243.905 to the left, improve=14.842910, (0 missing)
c5 < 4128.381 to the left, improve=11.716240, (0 missing)
c15 < 4646.269 to the left, improve= 9.097975, (0 missing)
Node number 21: 69 observations, complexity param=0.0006381621
predicted class=open expected loss=0.07246377 P(node) =0.006593407
class counts: 5 64
probabilities: 0.072 0.928
left son=42 (3 obs) right son=43 (66 obs)
Primary splits:
c10 < 4682.173 to the left, improve=5.396574, (0 missing)
c13 < 4344.631 to the left, improve=3.898439, (0 missing)
c3 < 4076.016 to the left, improve=3.308149, (0 missing)
c7 < 4315.612 to the left, improve=2.400362, (0 missing)
c4 < 4714.599 to the left, improve=2.218936, (0 missing)
Node number 22: 2120 observations, complexity param=0.01978302
predicted class=open expected loss=0.4872642 P(node) =0.20258
class counts: 1033 1087
probabilities: 0.487 0.513
left son=44 (850 obs) right son=45 (1270 obs)
Primary splits:
c4 < 4616.92 to the left, improve=42.34002, (0 missing)
c16 < 4398.411 to the right, improve=31.31439, (0 missing)
c15 < 4638.73 to the right, improve=27.93970, (0 missing)
c2 < 4261.637 to the right, improve=17.77209, (0 missing)
c7 < 4270.474 to the right, improve=15.75348, (0 missing)
Surrogate splits:
c6 < 4332.69 to the left, agree=0.689, adj=0.225, (0 split)
c8 < 4065.822 to the left, agree=0.663, adj=0.160, (0 split)
c7 < 4228.408 to the left, agree=0.663, adj=0.159, (0 split)
c9 < 4192.2 to the left, agree=0.651, adj=0.129, (0 split)
c1 < 4348.357 to the right, agree=0.644, adj=0.112, (0 split)
Node number 23: 366 observations, complexity param=0.004892576
predicted class=open expected loss=0.2131148 P(node) =0.03497372
class counts: 78 288
probabilities: 0.213 0.787
left son=46 (35 obs) right son=47 (331 obs)
Primary splits:
c15 < 4596.624 to the left, improve=29.318790, (0 missing)
c7 < 4197.057 to the left, improve=18.900400, (0 missing)
c10 < 4606.697 to the left, improve=10.053870, (0 missing)
c16 < 4479.527 to the left, improve= 9.896076, (0 missing)
c11 < 4189.69 to the left, improve= 8.736614, (0 missing)
Surrogate splits:
c7 < 4192.677 to the left, agree=0.934, adj=0.314, (0 split)
Node number 24: 598 observations, complexity param=0.0007799759
predicted class=closed expected loss=0.1755853 P(node) =0.05714286
class counts: 493 105
probabilities: 0.824 0.176
left son=48 (385 obs) right son=49 (213 obs)
Primary splits:
c4 < 4608.447 to the left, improve=7.449388, (0 missing)
c11 < 4157.501 to the right, improve=6.853903, (0 missing)
c16 < 4320.959 to the right, improve=4.110895, (0 missing)
c13 < 4270.899 to the right, improve=4.106736, (0 missing)
c10 < 4591.428 to the left, improve=3.819047, (0 missing)
Surrogate splits:
c15 < 4611.924 to the left, agree=0.684, adj=0.113, (0 split)
c3 < 4013.009 to the left, agree=0.667, adj=0.066, (0 split)
c5 < 4126.764 to the left, agree=0.664, adj=0.056, (0 split)
c12 < 4197.581 to the right, agree=0.659, adj=0.042, (0 split)
c7 < 4236.533 to the left, agree=0.654, adj=0.028, (0 split)
Node number 25: 421 observations, complexity param=0.007232504
predicted class=closed expected loss=0.4631829 P(node) =0.04022934
class counts: 226 195
probabilities: 0.537 0.463
left son=50 (215 obs) right son=51 (206 obs)
Primary splits:
c3 < 3998.671 to the right, improve=32.874990, (0 missing)
c15 < 4619.649 to the right, improve=19.251880, (0 missing)
c8 < 4043.488 to the left, improve=16.352280, (0 missing)
c4 < 4624.573 to the left, improve=11.604420, (0 missing)
c11 < 4178.484 to the right, improve= 9.997376, (0 missing)
Surrogate splits:
c15 < 4610.993 to the right, agree=0.648, adj=0.282, (0 split)
c1 < 4291.976 to the right, agree=0.646, adj=0.277, (0 split)
c5 < 4115.989 to the right, agree=0.620, adj=0.223, (0 split)
c6 < 4333.762 to the right, agree=0.608, adj=0.199, (0 split)
c2 < 4256.621 to the right, agree=0.606, adj=0.194, (0 split)
Node number 26: 107 observations, complexity param=0.002339928
predicted class=closed expected loss=0.1962617 P(node) =0.01022456
class counts: 86 21
probabilities: 0.804 0.196
left son=52 (96 obs) right son=53 (11 obs)
Primary splits:
c3 < 3986.065 to the right, improve=15.840340, (0 missing)
c16 < 4353.625 to the left, improve= 7.282378, (0 missing)
c7 < 4232.567 to the left, improve= 6.155860, (0 missing)
c15 < 4611.976 to the right, improve= 5.590929, (0 missing)
c8 < 4053.104 to the left, improve= 5.302464, (0 missing)
Surrogate splits:
c2 < 4225.166 to the right, agree=0.907, adj=0.091, (0 split)
Node number 27: 578 observations, complexity param=0.002623555
predicted class=open expected loss=0.3131488 P(node) =0.05523172
class counts: 181 397
probabilities: 0.313 0.687
left son=54 (468 obs) right son=55 (110 obs)
Primary splits:
c16 < 4314.262 to the right, improve=19.47075, (0 missing)
c1 < 4254.598 to the right, improve=19.19267, (0 missing)
c13 < 4254.184 to the right, improve=15.94210, (0 missing)
c6 < 4318.987 to the left, improve=12.27952, (0 missing)
c15 < 4565.276 to the right, improve=12.17343, (0 missing)
Surrogate splits:
c1 < 4251.213 to the right, agree=0.962, adj=0.800, (0 split)
c15 < 4558.241 to the right, agree=0.945, adj=0.709, (0 split)
c13 < 4244.036 to the right, agree=0.894, adj=0.445, (0 split)
c3 < 4018.217 to the left, agree=0.889, adj=0.418, (0 split)
c11 < 4155.159 to the right, agree=0.888, adj=0.409, (0 split)
Node number 28: 2564 observations, complexity param=0.004169326
predicted class=open expected loss=0.4118565 P(node) =0.2450072
class counts: 1056 1508
probabilities: 0.412 0.588
left son=56 (2434 obs) right son=57 (130 obs)
Primary splits:
c4 < 4590.415 to the right, improve=35.10443, (0 missing)
c3 < 3971.285 to the left, improve=29.22706, (0 missing)
c5 < 4110.425 to the left, improve=29.16058, (0 missing)
c1 < 4311.574 to the right, improve=24.61301, (0 missing)
c15 < 4589.581 to the left, improve=22.33792, (0 missing)
Node number 29: 734 observations, complexity param=0.001808126
predicted class=open expected loss=0.2179837 P(node) =0.07013856
class counts: 160 574
probabilities: 0.218 0.782
left son=58 (113 obs) right son=59 (621 obs)
Primary splits:
c3 < 3974.256 to the left, improve=14.544720, (0 missing)
c5 < 4089.252 to the left, improve=13.664130, (0 missing)
c15 < 4543.619 to the left, improve= 7.735144, (0 missing)
c11 < 4171.693 to the left, improve= 6.647204, (0 missing)
c6 < 4315.7 to the left, improve= 4.911898, (0 missing)
Surrogate splits:
c5 < 4090.931 to the left, agree=0.862, adj=0.106, (0 split)
c6 < 4319.814 to the left, agree=0.857, adj=0.071, (0 split)
c4 < 4595.311 to the left, agree=0.856, adj=0.062, (0 split)
c13 < 4284.605 to the right, agree=0.851, adj=0.035, (0 split)
c9 < 4228.023 to the right, agree=0.849, adj=0.018, (0 split)
Node number 30: 82 observations, complexity param=0.001701766
predicted class=closed expected loss=0.2926829 P(node) =0.007835643
class counts: 58 24
probabilities: 0.707 0.293
left son=60 (62 obs) right son=61 (20 obs)
Primary splits:
c10 < 4614.601 to the right, improve=8.777026, (0 missing)
c15 < 4608.125 to the right, improve=8.051710, (0 missing)
c1 < 4277.092 to the right, improve=6.713124, (0 missing)
c11 < 4204.944 to the right, improve=6.470358, (0 missing)
c2 < 4256.554 to the right, improve=6.151769, (0 missing)
Surrogate splits:
c7 < 4215.782 to the right, agree=0.915, adj=0.65, (0 split)
c11 < 4184.537 to the right, agree=0.866, adj=0.45, (0 split)
c15 < 4572.039 to the right, agree=0.866, adj=0.45, (0 split)
c1 < 4260.871 to the right, agree=0.817, adj=0.25, (0 split)
c9 < 4199.853 to the right, agree=0.817, adj=0.25, (0 split)
Node number 31: 1598 observations, complexity param=0.001223144
predicted class=open expected loss=0.2002503 P(node) =0.1526995
class counts: 320 1278
probabilities: 0.200 0.800
left son=62 (680 obs) right son=63 (918 obs)
Primary splits:
c8 < 4079.888 to the right, improve=19.572700, (0 missing)
c7 < 4249.896 to the right, improve=15.588070, (0 missing)
c4 < 4633.427 to the left, improve= 7.122119, (0 missing)
c3 < 4042.833 to the left, improve= 6.991987, (0 missing)
c15 < 4555.281 to the left, improve= 5.501891, (0 missing)
Surrogate splits:
c10 < 4627.577 to the right, agree=0.673, adj=0.231, (0 split)
c4 < 4636.227 to the right, agree=0.651, adj=0.181, (0 split)
c6 < 4357.876 to the right, agree=0.645, adj=0.166, (0 split)
c5 < 4146.91 to the right, agree=0.612, adj=0.088, (0 split)
c15 < 4587.081 to the left, agree=0.610, adj=0.084, (0 split)
Node number 32: 319 observations, complexity param=0.0001701766
predicted class=closed expected loss=0.03448276 P(node) =0.03048256
class counts: 308 11
probabilities: 0.966 0.034
left son=64 (317 obs) right son=65 (2 obs)
Primary splits:
c5 < 4148.191 to the left, improve=0.8722941, (0 missing)
c8 < 4075.573 to the right, improve=0.8310500, (0 missing)
c1 < 4330.902 to the right, improve=0.6649087, (0 missing)
c16 < 4383.02 to the right, improve=0.6540260, (0 missing)
c2 < 4266.739 to the left, improve=0.6513443, (0 missing)
Node number 33: 100 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.17 P(node) =0.009555662
class counts: 83 17
probabilities: 0.830 0.170
left son=66 (75 obs) right son=67 (25 obs)
Primary splits:
c9 < 4213.347 to the left, improve=6.406667, (0 missing)
c11 < 4222.942 to the left, improve=5.956192, (0 missing)
c10 < 4621.768 to the left, improve=5.390139, (0 missing)
c7 < 4232.376 to the left, improve=4.185517, (0 missing)
c5 < 4103.973 to the right, improve=3.652069, (0 missing)
Surrogate splits:
c10 < 4624.497 to the left, agree=0.85, adj=0.40, (0 split)
c7 < 4254.468 to the left, agree=0.82, adj=0.28, (0 split)
c11 < 4222.942 to the left, agree=0.82, adj=0.28, (0 split)
c3 < 3985.361 to the left, agree=0.76, adj=0.04, (0 split)
c8 < 4099.361 to the left, agree=0.76, adj=0.04, (0 split)
Node number 36: 43 observations
predicted class=closed expected loss=0 P(node) =0.004108935
class counts: 43 0
probabilities: 1.000 0.000
Node number 37: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 38: 21 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.0952381 P(node) =0.002006689
class counts: 19 2
probabilities: 0.905 0.095
left son=76 (18 obs) right son=77 (3 obs)
Primary splits:
c2 < 4267.525 to the left, improve=2.2857140, (0 missing)
c1 < 4308.413 to the left, improve=1.7190480, (0 missing)
c12 < 4221.575 to the right, improve=1.2190480, (0 missing)
c8 < 4091.112 to the right, improve=0.9523810, (0 missing)
c3 < 3973.981 to the left, improve=0.7619048, (0 missing)
Surrogate splits:
c3 < 3982.402 to the left, agree=0.905, adj=0.333, (0 split)
Node number 39: 65 observations, complexity param=0.001063603
predicted class=open expected loss=0.2615385 P(node) =0.00621118
class counts: 17 48
probabilities: 0.262 0.738
left son=78 (20 obs) right son=79 (45 obs)
Primary splits:
c1 < 4304.607 to the right, improve=4.807692, (0 missing)
c4 < 4617.323 to the left, improve=4.327205, (0 missing)
c15 < 4589.01 to the left, improve=3.430273, (0 missing)
c5 < 4117.955 to the left, improve=3.105578, (0 missing)
c16 < 4366.348 to the right, improve=2.839294, (0 missing)
Surrogate splits:
c4 < 4616.013 to the left, agree=0.754, adj=0.20, (0 split)
c10 < 4603.655 to the left, agree=0.754, adj=0.20, (0 split)
c3 < 3986.99 to the right, agree=0.738, adj=0.15, (0 split)
c5 < 4127.63 to the right, agree=0.738, adj=0.15, (0 split)
c7 < 4227.876 to the left, agree=0.738, adj=0.15, (0 split)
Node number 40: 656 observations, complexity param=0.005318017
predicted class=closed expected loss=0.1859756 P(node) =0.06268514
class counts: 534 122
probabilities: 0.814 0.186
left son=80 (426 obs) right son=81 (230 obs)
Primary splits:
c2 < 4311.729 to the left, improve=21.66714, (0 missing)
c11 < 4243.905 to the left, improve=19.69485, (0 missing)
c4 < 4641.04 to the left, improve=18.08186, (0 missing)
c15 < 4646.269 to the left, improve=13.53314, (0 missing)
c5 < 4130.089 to the left, improve=13.32930, (0 missing)
Surrogate splits:
c13 < 4314.293 to the left, agree=0.928, adj=0.796, (0 split)
c4 < 4665.304 to the left, agree=0.918, adj=0.765, (0 split)
c1 < 4352.569 to the left, agree=0.904, adj=0.726, (0 split)
c5 < 4163.109 to the left, agree=0.898, adj=0.709, (0 split)
c7 < 4264.495 to the left, agree=0.890, adj=0.687, (0 split)
Node number 41: 21 observations, complexity param=0.0002127207
predicted class=open expected loss=0.04761905 P(node) =0.002006689
class counts: 1 20
probabilities: 0.048 0.952
left son=82 (1 obs) right son=83 (20 obs)
Primary splits:
c3 < 4031.153 to the right, improve=1.9047620, (0 missing)
c9 < 4228.621 to the right, improve=1.9047620, (0 missing)
c11 < 4231.795 to the right, improve=1.9047620, (0 missing)
c12 < 4248.146 to the right, improve=0.9047619, (0 missing)
c4 < 4604.336 to the right, improve=0.5714286, (0 missing)
Node number 42: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 43: 66 observations, complexity param=0.0002127207
predicted class=open expected loss=0.03030303 P(node) =0.006306737
class counts: 2 64
probabilities: 0.030 0.970
left son=86 (6 obs) right son=87 (60 obs)
Primary splits:
c3 < 4076.016 to the left, improve=1.2121210, (0 missing)
c13 < 4344.056 to the left, improve=0.9100379, (0 missing)
c4 < 4714.599 to the left, improve=0.7676768, (0 missing)
c11 < 4292.768 to the left, improve=0.6787879, (0 missing)
c7 < 4315.612 to the left, improve=0.4941725, (0 missing)
Node number 44: 850 observations, complexity param=0.008296107
predicted class=closed expected loss=0.3905882 P(node) =0.08122312
class counts: 518 332
probabilities: 0.609 0.391
left son=88 (585 obs) right son=89 (265 obs)
Primary splits:
c3 < 4021.776 to the left, improve=25.78845, (0 missing)
c4 < 4590.225 to the right, improve=19.91566, (0 missing)
c15 < 4694.008 to the left, improve=14.84895, (0 missing)
c8 < 4072.923 to the left, improve=10.59594, (0 missing)
c1 < 4429.117 to the left, improve=10.51736, (0 missing)
Surrogate splits:
c5 < 4140.779 to the left, agree=0.749, adj=0.196, (0 split)
c1 < 4380.358 to the left, agree=0.747, adj=0.189, (0 split)
c16 < 4445.603 to the left, agree=0.747, adj=0.189, (0 split)
c15 < 4662.705 to the left, agree=0.733, adj=0.143, (0 split)
c11 < 4231.264 to the left, agree=0.724, adj=0.113, (0 split)
Node number 45: 1270 observations, complexity param=0.01446501
predicted class=open expected loss=0.4055118 P(node) =0.1213569
class counts: 515 755
probabilities: 0.406 0.594
left son=90 (138 obs) right son=91 (1132 obs)
Primary splits:
c16 < 4398.411 to the right, improve=35.97752, (0 missing)
c15 < 4638.73 to the right, improve=33.64579, (0 missing)
c1 < 4316.275 to the right, improve=27.23780, (0 missing)
c2 < 4263.994 to the right, improve=25.56507, (0 missing)
c7 < 4270.474 to the right, improve=23.25584, (0 missing)
Surrogate splits:
c1 < 4354.733 to the right, agree=0.950, adj=0.543, (0 split)
c15 < 4649.348 to the right, agree=0.942, adj=0.464, (0 split)
c13 < 4310.827 to the right, agree=0.913, adj=0.196, (0 split)
c11 < 4244.859 to the right, agree=0.910, adj=0.174, (0 split)
c7 < 4267.149 to the right, agree=0.903, adj=0.109, (0 split)
Node number 46: 35 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.1714286 P(node) =0.003344482
class counts: 29 6
probabilities: 0.829 0.171
left son=92 (31 obs) right son=93 (4 obs)
Primary splits:
c2 < 4266.788 to the right, improve=6.200922, (0 missing)
c10 < 4607.312 to the left, improve=5.157143, (0 missing)
c13 < 4280.703 to the right, improve=3.575336, (0 missing)
c11 < 4189.278 to the left, improve=2.442857, (0 missing)
c15 < 4579.978 to the left, improve=2.178151, (0 missing)
Surrogate splits:
c13 < 4272.918 to the right, agree=0.943, adj=0.50, (0 split)
c10 < 4607.312 to the left, agree=0.914, adj=0.25, (0 split)
Node number 47: 331 observations, complexity param=0.001347231
predicted class=open expected loss=0.1480363 P(node) =0.03162924
class counts: 49 282
probabilities: 0.148 0.852
left son=94 (135 obs) right son=95 (196 obs)
Primary splits:
c10 < 4596.913 to the left, improve=6.416937, (0 missing)
c7 < 4220.696 to the left, improve=6.172913, (0 missing)
c6 < 4337.394 to the right, improve=5.737392, (0 missing)
c16 < 4479.527 to the left, improve=4.714425, (0 missing)
c1 < 4443.826 to the left, improve=4.104850, (0 missing)
Surrogate splits:
c9 < 4185.948 to the left, agree=0.749, adj=0.385, (0 split)
c8 < 4057.757 to the left, agree=0.653, adj=0.148, (0 split)
c7 < 4211.467 to the left, agree=0.631, adj=0.096, (0 split)
c11 < 4187.793 to the left, agree=0.631, adj=0.096, (0 split)
c4 < 4592.303 to the left, agree=0.619, adj=0.067, (0 split)
Node number 48: 385 observations, complexity param=0.0007799759
predicted class=closed expected loss=0.1168831 P(node) =0.0367893
class counts: 340 45
probabilities: 0.883 0.117
left son=96 (381 obs) right son=97 (4 obs)
Primary splits:
c16 < 4320.959 to the right, improve=6.304666, (0 missing)
c11 < 4187.362 to the right, improve=4.052143, (0 missing)
c13 < 4271.908 to the right, improve=3.774778, (0 missing)
c4 < 4585.493 to the right, improve=3.240362, (0 missing)
c1 < 4251.097 to the right, improve=3.135872, (0 missing)
Surrogate splits:
c1 < 4251.097 to the right, agree=0.995, adj=0.50, (0 split)
c15 < 4562.259 to the right, agree=0.992, adj=0.25, (0 split)
Node number 49: 213 observations, complexity param=0.0007799759
predicted class=closed expected loss=0.2816901 P(node) =0.02035356
class counts: 153 60
probabilities: 0.718 0.282
left son=98 (204 obs) right son=99 (9 obs)
Primary splits:
c11 < 4171.581 to the right, improve=6.929209, (0 missing)
c3 < 3997.313 to the right, improve=4.867729, (0 missing)
c15 < 4609.482 to the right, improve=4.076269, (0 missing)
c9 < 4182.287 to the left, improve=3.901044, (0 missing)
c1 < 4286.349 to the right, improve=3.055082, (0 missing)
Surrogate splits:
c2 < 4277.682 to the left, agree=0.967, adj=0.222, (0 split)
Node number 50: 215 observations, complexity param=0.002339928
predicted class=closed expected loss=0.2697674 P(node) =0.02054467
class counts: 157 58
probabilities: 0.730 0.270
left son=100 (202 obs) right son=101 (13 obs)
Primary splits:
c11 < 4165.723 to the right, improve=11.811320, (0 missing)
c15 < 4608.37 to the right, improve= 9.288808, (0 missing)
c2 < 4276.512 to the left, improve= 8.511514, (0 missing)
c8 < 4045.791 to the left, improve= 7.091936, (0 missing)
c1 < 4295.524 to the left, improve= 6.350388, (0 missing)
Node number 51: 206 observations, complexity param=0.002127207
predicted class=open expected loss=0.3349515 P(node) =0.01968466
class counts: 69 137
probabilities: 0.335 0.665
left son=102 (24 obs) right son=103 (182 obs)
Primary splits:
c10 < 4625.966 to the right, improve=7.574318, (0 missing)
c4 < 4624.573 to the left, improve=7.017543, (0 missing)
c16 < 4336.959 to the left, improve=6.986655, (0 missing)
c8 < 4040.669 to the left, improve=6.104080, (0 missing)
c9 < 4222.929 to the right, improve=5.775571, (0 missing)
Surrogate splits:
c9 < 4225.336 to the right, agree=0.908, adj=0.208, (0 split)
c15 < 4565.814 to the left, agree=0.898, adj=0.125, (0 split)
c7 < 4248.626 to the right, agree=0.893, adj=0.083, (0 split)
Node number 52: 96 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.1041667 P(node) =0.009173435
class counts: 86 10
probabilities: 0.896 0.104
left son=104 (86 obs) right son=105 (10 obs)
Primary splits:
c16 < 4353.625 to the left, improve=5.488760, (0 missing)
c7 < 4232.567 to the left, improve=4.266667, (0 missing)
c15 < 4608.574 to the right, improve=3.630952, (0 missing)
c2 < 4269.015 to the left, improve=3.278369, (0 missing)
c10 < 4624.686 to the left, improve=3.278369, (0 missing)
Surrogate splits:
c1 < 4303.625 to the left, agree=0.906, adj=0.1, (0 split)
Node number 53: 11 observations
predicted class=open expected loss=0 P(node) =0.001051123
class counts: 0 11
probabilities: 0.000 1.000
Node number 54: 468 observations, complexity param=0.002623555
predicted class=open expected loss=0.3760684 P(node) =0.0447205
class counts: 176 292
probabilities: 0.376 0.624
left son=108 (246 obs) right son=109 (222 obs)
Primary splits:
c3 < 3988.095 to the right, improve=22.817520, (0 missing)
c7 < 4206.553 to the left, improve=19.666650, (0 missing)
c9 < 4166.68 to the left, improve= 9.588844, (0 missing)
c6 < 4318.987 to the left, improve= 7.778063, (0 missing)
c16 < 4336.613 to the left, improve= 7.614264, (0 missing)
Surrogate splits:
c5 < 4107.601 to the right, agree=0.671, adj=0.306, (0 split)
c1 < 4276.243 to the right, agree=0.639, adj=0.239, (0 split)
c6 < 4331.629 to the right, agree=0.609, adj=0.176, (0 split)
c13 < 4257.783 to the right, agree=0.603, adj=0.162, (0 split)
c15 < 4585.468 to the right, agree=0.592, adj=0.140, (0 split)
Node number 55: 110 observations, complexity param=0.0004254414
predicted class=open expected loss=0.04545455 P(node) =0.01051123
class counts: 5 105
probabilities: 0.045 0.955
left son=110 (2 obs) right son=111 (108 obs)
Primary splits:
c15 < 4589.658 to the right, improve=3.7121210, (0 missing)
c13 < 4262.268 to the right, improve=2.3803460, (0 missing)
c6 < 4316.56 to the left, improve=1.8390330, (0 missing)
c8 < 4028.06 to the left, improve=1.8390330, (0 missing)
c1 < 4250.18 to the right, improve=0.9597474, (0 missing)
Node number 56: 2434 observations, complexity param=0.004169326
predicted class=open expected loss=0.4309778 P(node) =0.2325848
class counts: 1049 1385
probabilities: 0.431 0.569
left son=112 (96 obs) right son=113 (2338 obs)
Primary splits:
c8 < 4095.243 to the right, improve=32.35916, (0 missing)
c1 < 4311.465 to the right, improve=28.36379, (0 missing)
c3 < 3971.285 to the left, improve=25.04591, (0 missing)
c5 < 4111.77 to the left, improve=21.12839, (0 missing)
c15 < 4589.581 to the left, improve=19.84695, (0 missing)
Surrogate splits:
c5 < 4078.962 to the left, agree=0.962, adj=0.031, (0 split)
c13 < 4304.789 to the right, agree=0.962, adj=0.031, (0 split)
c3 < 3933.978 to the left, agree=0.961, adj=0.010, (0 split)
Node number 57: 130 observations, complexity param=0.0008508828
predicted class=open expected loss=0.05384615 P(node) =0.01242236
class counts: 7 123
probabilities: 0.054 0.946
left son=114 (6 obs) right son=115 (124 obs)
Primary splits:
c8 < 4063.884 to the left, improve=7.644003, (0 missing)
c7 < 4206.762 to the left, improve=5.790154, (0 missing)
c3 < 3991.773 to the left, improve=4.000122, (0 missing)
c5 < 4100.469 to the left, improve=4.000122, (0 missing)
c6 < 4313.507 to the left, improve=4.000122, (0 missing)
Surrogate splits:
c3 < 3987.697 to the left, agree=0.977, adj=0.500, (0 split)
c7 < 4203.336 to the left, agree=0.977, adj=0.500, (0 split)
c10 < 4582.203 to the left, agree=0.969, adj=0.333, (0 split)
Node number 58: 113 observations, complexity param=0.001808126
predicted class=open expected loss=0.4513274 P(node) =0.0107979
class counts: 51 62
probabilities: 0.451 0.549
left son=116 (53 obs) right son=117 (60 obs)
Primary splits:
c8 < 4069.618 to the left, improve=8.724350, (0 missing)
c11 < 4160.154 to the left, improve=6.538448, (0 missing)
c5 < 4081.347 to the left, improve=5.183649, (0 missing)
c2 < 4254.049 to the left, improve=4.456023, (0 missing)
c10 < 4595.544 to the left, improve=4.205418, (0 missing)
Surrogate splits:
c16 < 4314.007 to the right, agree=0.708, adj=0.377, (0 split)
c15 < 4556.831 to the right, agree=0.681, adj=0.321, (0 split)
c1 < 4246.177 to the right, agree=0.673, adj=0.302, (0 split)
c9 < 4183.972 to the left, agree=0.628, adj=0.208, (0 split)
c10 < 4610.813 to the right, agree=0.619, adj=0.189, (0 split)
Node number 59: 621 observations, complexity param=0.001382685
predicted class=open expected loss=0.1755233 P(node) =0.05934066
class counts: 109 512
probabilities: 0.176 0.824
left son=118 (122 obs) right son=119 (499 obs)
Primary splits:
c15 < 4543.619 to the left, improve=7.826353, (0 missing)
c5 < 4089.252 to the left, improve=4.756476, (0 missing)
c11 < 4171.693 to the left, improve=4.723772, (0 missing)
c8 < 4111.529 to the right, improve=4.098369, (0 missing)
c2 < 4259.112 to the right, improve=4.056493, (0 missing)
Surrogate splits:
c11 < 4153.845 to the left, agree=0.926, adj=0.623, (0 split)
c16 < 4275.521 to the left, agree=0.921, adj=0.598, (0 split)
c1 < 4242.637 to the left, agree=0.871, adj=0.344, (0 split)
c13 < 4236.559 to the left, agree=0.858, adj=0.279, (0 split)
c7 < 4189.512 to the left, agree=0.855, adj=0.262, (0 split)
Node number 60: 62 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1612903 P(node) =0.00592451
class counts: 52 10
probabilities: 0.839 0.161
left son=120 (41 obs) right son=121 (21 obs)
Primary splits:
c4 < 4638.774 to the left, improve=3.064554, (0 missing)
c8 < 4112.259 to the right, improve=3.024194, (0 missing)
c1 < 4319.07 to the left, improve=2.963849, (0 missing)
c5 < 4165.87 to the left, improve=2.907527, (0 missing)
c6 < 4395.169 to the left, improve=2.907527, (0 missing)
Surrogate splits:
c5 < 4136.864 to the left, agree=0.887, adj=0.667, (0 split)
c2 < 4272.796 to the left, agree=0.855, adj=0.571, (0 split)
c6 < 4362.173 to the left, agree=0.839, adj=0.524, (0 split)
c10 < 4641.828 to the left, agree=0.790, adj=0.381, (0 split)
c3 < 4040.443 to the left, agree=0.774, adj=0.333, (0 split)
Node number 61: 20 observations, complexity param=0.0006381621
predicted class=open expected loss=0.3 P(node) =0.001911132
class counts: 6 14
probabilities: 0.300 0.700
left son=122 (3 obs) right son=123 (17 obs)
Primary splits:
c4 < 4624.542 to the left, improve=3.458824, (0 missing)
c9 < 4216.474 to the right, improve=3.458824, (0 missing)
c11 < 4169.931 to the left, improve=3.458824, (0 missing)
c15 < 4549.848 to the left, improve=3.333333, (0 missing)
c3 < 4022.305 to the right, improve=2.816667, (0 missing)
Surrogate splits:
c2 < 4259.285 to the right, agree=0.95, adj=0.667, (0 split)
c3 < 4036.137 to the right, agree=0.95, adj=0.667, (0 split)
c9 < 4216.474 to the right, agree=0.90, adj=0.333, (0 split)
Node number 62: 680 observations, complexity param=0.001223144
predicted class=open expected loss=0.2911765 P(node) =0.0649785
class counts: 198 482
probabilities: 0.291 0.709
left son=124 (388 obs) right son=125 (292 obs)
Primary splits:
c4 < 4633.427 to the left, improve=12.310130, (0 missing)
c16 < 4327.17 to the right, improve=11.806820, (0 missing)
c7 < 4249.237 to the right, improve=11.454330, (0 missing)
c10 < 4627.795 to the left, improve=10.032690, (0 missing)
c6 < 4356.662 to the left, improve= 8.295211, (0 missing)
Surrogate splits:
c6 < 4356.82 to the left, agree=0.757, adj=0.435, (0 split)
c10 < 4633.251 to the left, agree=0.719, adj=0.346, (0 split)
c5 < 4139.501 to the left, agree=0.691, adj=0.281, (0 split)
c3 < 4026.634 to the left, agree=0.687, adj=0.271, (0 split)
c2 < 4272.727 to the left, agree=0.656, adj=0.199, (0 split)
Node number 63: 918 observations, complexity param=0.001063603
predicted class=open expected loss=0.1328976 P(node) =0.08772097
class counts: 122 796
probabilities: 0.133 0.867
left son=126 (197 obs) right son=127 (721 obs)
Primary splits:
c15 < 4589.173 to the left, improve=9.297409, (0 missing)
c4 < 4632.535 to the left, improve=4.945902, (0 missing)
c2 < 4278.419 to the right, improve=4.807492, (0 missing)
c3 < 4042.94 to the left, improve=3.729664, (0 missing)
c13 < 4258.663 to the left, improve=2.898000, (0 missing)
Surrogate splits:
c16 < 4321.541 to the left, agree=0.854, adj=0.320, (0 split)
c1 < 4262.016 to the left, agree=0.838, adj=0.244, (0 split)
c13 < 4257.614 to the left, agree=0.824, adj=0.178, (0 split)
c11 < 4182.509 to the left, agree=0.822, adj=0.173, (0 split)
c7 < 4215.561 to the left, agree=0.808, adj=0.107, (0 split)
Node number 64: 317 observations, complexity param=0.0001701766
predicted class=closed expected loss=0.03154574 P(node) =0.03029145
class counts: 307 10
probabilities: 0.968 0.032
left son=128 (264 obs) right son=129 (53 obs)
Primary splits:
c8 < 4073.472 to the right, improve=0.8487879, (0 missing)
c12 < 4248.444 to the left, improve=0.6405435, (0 missing)
c1 < 4330.902 to the right, improve=0.5525171, (0 missing)
c2 < 4266.739 to the left, improve=0.5293850, (0 missing)
c16 < 4407.457 to the right, improve=0.5119423, (0 missing)
Surrogate splits:
c10 < 4602.316 to the right, agree=0.864, adj=0.189, (0 split)
c9 < 4174.743 to the right, agree=0.842, adj=0.057, (0 split)
c5 < 4140.376 to the left, agree=0.839, adj=0.038, (0 split)
c15 < 4598.923 to the right, agree=0.839, adj=0.038, (0 split)
c4 < 4579.214 to the right, agree=0.836, adj=0.019, (0 split)
Node number 65: 2 observations, complexity param=0.0001701766
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=130 (1 obs) right son=131 (1 obs)
Primary splits:
c1 < 4321.869 to the right, improve=1, (0 missing)
c2 < 4277.717 to the right, improve=1, (0 missing)
c3 < 3983.904 to the left, improve=1, (0 missing)
c4 < 4613.625 to the right, improve=1, (0 missing)
c5 < 4149.646 to the right, improve=1, (0 missing)
Node number 66: 75 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.06666667 P(node) =0.007166746
class counts: 70 5
probabilities: 0.933 0.067
left son=132 (67 obs) right son=133 (8 obs)
Primary splits:
c3 < 3983.336 to the left, improve=3.3631840, (0 missing)
c8 < 4059.607 to the right, improve=2.4492750, (0 missing)
c13 < 4284.364 to the left, improve=1.7657660, (0 missing)
c11 < 4197.389 to the left, improve=0.8039216, (0 missing)
c4 < 4638.093 to the left, improve=0.7716895, (0 missing)
Surrogate splits:
c4 < 4638.093 to the left, agree=0.920, adj=0.250, (0 split)
c7 < 4250.649 to the left, agree=0.907, adj=0.125, (0 split)
Node number 67: 25 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.48 P(node) =0.002388915
class counts: 13 12
probabilities: 0.520 0.480
left son=134 (9 obs) right son=135 (16 obs)
Primary splits:
c15 < 4634.608 to the left, improve=3.827222, (0 missing)
c6 < 4340.742 to the right, improve=3.637895, (0 missing)
c8 < 4082.347 to the right, improve=2.613333, (0 missing)
c16 < 4384.466 to the right, improve=2.493889, (0 missing)
c11 < 4221.926 to the left, improve=2.441538, (0 missing)
Surrogate splits:
c3 < 3980.721 to the right, agree=0.88, adj=0.667, (0 split)
c11 < 4216.187 to the left, agree=0.88, adj=0.667, (0 split)
c5 < 4110.44 to the right, agree=0.76, adj=0.333, (0 split)
c8 < 4084.568 to the right, agree=0.76, adj=0.333, (0 split)
c10 < 4622.062 to the left, agree=0.76, adj=0.333, (0 split)
Node number 76: 18 observations
predicted class=closed expected loss=0 P(node) =0.001720019
class counts: 18 0
probabilities: 1.000 0.000
Node number 77: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=154 (1 obs) right son=155 (2 obs)
Primary splits:
c3 < 3985.256 to the right, improve=1.333333, (0 missing)
c4 < 4630.797 to the right, improve=1.333333, (0 missing)
c5 < 4109.928 to the right, improve=1.333333, (0 missing)
c6 < 4342.727 to the right, improve=1.333333, (0 missing)
c7 < 4230.304 to the left, improve=1.333333, (0 missing)
Node number 78: 20 observations, complexity param=0.001063603
predicted class=closed expected loss=0.45 P(node) =0.001911132
class counts: 11 9
probabilities: 0.550 0.450
left son=156 (10 obs) right son=157 (10 obs)
Primary splits:
c6 < 4333.754 to the left, improve=8.100000, (0 missing)
c5 < 4118.327 to the left, improve=8.066667, (0 missing)
c3 < 3980.852 to the left, improve=3.471429, (0 missing)
c4 < 4630.344 to the left, improve=3.025000, (0 missing)
c8 < 4076.456 to the left, improve=2.519048, (0 missing)
Surrogate splits:
c5 < 4115.093 to the left, agree=0.90, adj=0.8, (0 split)
c3 < 3980.852 to the left, agree=0.80, adj=0.6, (0 split)
c15 < 4609.035 to the left, agree=0.80, adj=0.6, (0 split)
c2 < 4266.403 to the right, agree=0.75, adj=0.5, (0 split)
c4 < 4615.175 to the left, agree=0.75, adj=0.5, (0 split)
Node number 79: 45 observations, complexity param=0.0003545345
predicted class=open expected loss=0.1333333 P(node) =0.004300048
class counts: 6 39
probabilities: 0.133 0.867
left son=158 (19 obs) right son=159 (26 obs)
Primary splits:
c6 < 4335.025 to the right, improve=2.189474, (0 missing)
c1 < 4274.283 to the left, improve=1.536364, (0 missing)
c7 < 4267.092 to the right, improve=1.536364, (0 missing)
c13 < 4303.736 to the right, improve=1.536364, (0 missing)
c8 < 4084.02 to the right, improve=1.445113, (0 missing)
Surrogate splits:
c8 < 4052.022 to the left, agree=0.689, adj=0.263, (0 split)
c4 < 4622.836 to the right, agree=0.667, adj=0.211, (0 split)
c5 < 4105.382 to the right, agree=0.667, adj=0.211, (0 split)
c3 < 3952.51 to the left, agree=0.644, adj=0.158, (0 split)
c7 < 4231.388 to the left, agree=0.644, adj=0.158, (0 split)
Node number 80: 426 observations, complexity param=0.0007799759
predicted class=closed expected loss=0.0915493 P(node) =0.04070712
class counts: 387 39
probabilities: 0.908 0.092
left son=160 (340 obs) right son=161 (86 obs)
Primary splits:
c8 < 4099.521 to the right, improve=7.578033, (0 missing)
c15 < 4614.432 to the right, improve=3.325547, (0 missing)
c9 < 4224.093 to the right, improve=2.977279, (0 missing)
c4 < 4639.66 to the left, improve=2.663579, (0 missing)
c5 < 4164.174 to the left, improve=2.383007, (0 missing)
Surrogate splits:
c16 < 4430.391 to the left, agree=0.810, adj=0.058, (0 split)
c1 < 4375.533 to the left, agree=0.805, adj=0.035, (0 split)
c2 < 4251.988 to the right, agree=0.803, adj=0.023, (0 split)
c3 < 3989.038 to the right, agree=0.803, adj=0.023, (0 split)
c6 < 4320.168 to the right, agree=0.803, adj=0.023, (0 split)
Node number 81: 230 observations, complexity param=0.005318017
predicted class=closed expected loss=0.3608696 P(node) =0.02197802
class counts: 147 83
probabilities: 0.639 0.361
left son=162 (170 obs) right son=163 (60 obs)
Primary splits:
c6 < 4385.671 to the right, improve=59.58193, (0 missing)
c8 < 4122.801 to the right, improve=51.74732, (0 missing)
c5 < 4167.425 to the right, improve=43.76157, (0 missing)
c1 < 4366.645 to the right, improve=36.50198, (0 missing)
c16 < 4420.799 to the right, improve=23.36463, (0 missing)
Surrogate splits:
c5 < 4163.41 to the right, agree=0.922, adj=0.700, (0 split)
c8 < 4115.59 to the right, agree=0.891, adj=0.583, (0 split)
c9 < 4237.71 to the right, agree=0.865, adj=0.483, (0 split)
c13 < 4318.75 to the right, agree=0.852, adj=0.433, (0 split)
c1 < 4351.178 to the right, agree=0.843, adj=0.400, (0 split)
Node number 82: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 83: 20 observations
predicted class=open expected loss=0 P(node) =0.001911132
class counts: 0 20
probabilities: 0.000 1.000
Node number 86: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0005733397
class counts: 2 4
probabilities: 0.333 0.667
left son=172 (2 obs) right son=173 (4 obs)
Primary splits:
c2 < 4352.391 to the right, improve=2.666667, (0 missing)
c3 < 4075.281 to the right, improve=2.666667, (0 missing)
c5 < 4203.042 to the right, improve=2.666667, (0 missing)
c11 < 4295.449 to the left, improve=2.666667, (0 missing)
c16 < 4451.13 to the right, improve=2.666667, (0 missing)
Surrogate splits:
c3 < 4075.281 to the right, agree=1.000, adj=1.0, (0 split)
c5 < 4203.042 to the right, agree=1.000, adj=1.0, (0 split)
c11 < 4295.449 to the left, agree=1.000, adj=1.0, (0 split)
c16 < 4451.13 to the right, agree=1.000, adj=1.0, (0 split)
c1 < 4384.074 to the right, agree=0.833, adj=0.5, (0 split)
Node number 87: 60 observations
predicted class=open expected loss=0 P(node) =0.005733397
class counts: 0 60
probabilities: 0.000 1.000
Node number 88: 585 observations, complexity param=0.003616252
predicted class=closed expected loss=0.3076923 P(node) =0.05590062
class counts: 405 180
probabilities: 0.692 0.308
left son=176 (556 obs) right son=177 (29 obs)
Primary splits:
c4 < 4588.365 to the right, improve=14.379000, (0 missing)
c8 < 4081.884 to the left, improve=10.314450, (0 missing)
c1 < 4332.701 to the right, improve= 5.987526, (0 missing)
c6 < 4338.831 to the left, improve= 5.418407, (0 missing)
c2 < 4264.885 to the right, improve= 5.206511, (0 missing)
Node number 89: 265 observations, complexity param=0.004892576
predicted class=open expected loss=0.4264151 P(node) =0.0253225
class counts: 113 152
probabilities: 0.426 0.574
left son=178 (53 obs) right son=179 (212 obs)
Primary splits:
c7 < 4246.017 to the right, improve=11.186790, (0 missing)
c6 < 4342.97 to the right, improve= 8.421153, (0 missing)
c15 < 4694.008 to the left, improve= 8.243522, (0 missing)
c4 < 4612.196 to the right, improve= 7.953213, (0 missing)
c8 < 4065.11 to the left, improve= 6.283587, (0 missing)
Surrogate splits:
c11 < 4247.397 to the right, agree=0.830, adj=0.151, (0 split)
c16 < 4472.922 to the right, agree=0.830, adj=0.151, (0 split)
c13 < 4312.918 to the right, agree=0.826, adj=0.132, (0 split)
c15 < 4760.017 to the right, agree=0.826, adj=0.132, (0 split)
c1 < 4451.992 to the right, agree=0.823, adj=0.113, (0 split)
Node number 90: 138 observations, complexity param=0.0009217897
predicted class=closed expected loss=0.2536232 P(node) =0.01318681
class counts: 103 35
probabilities: 0.746 0.254
left son=180 (86 obs) right son=181 (52 obs)
Primary splits:
c3 < 4027.264 to the left, improve=11.773210, (0 missing)
c6 < 4341.821 to the right, improve= 8.122365, (0 missing)
c8 < 4078.003 to the right, improve= 7.921850, (0 missing)
c7 < 4248.168 to the right, improve= 4.976932, (0 missing)
c5 < 4103.828 to the right, improve= 3.416747, (0 missing)
Surrogate splits:
c5 < 4141.517 to the left, agree=0.754, adj=0.346, (0 split)
c8 < 4077.43 to the right, agree=0.739, adj=0.308, (0 split)
c7 < 4239.415 to the right, agree=0.725, adj=0.269, (0 split)
c1 < 4398.976 to the left, agree=0.717, adj=0.250, (0 split)
c9 < 4202.602 to the right, agree=0.710, adj=0.231, (0 split)
Node number 91: 1132 observations, complexity param=0.003332624
predicted class=open expected loss=0.3639576 P(node) =0.1081701
class counts: 412 720
probabilities: 0.364 0.636
left son=182 (873 obs) right son=183 (259 obs)
Primary splits:
c2 < 4261.615 to the right, improve=17.05008, (0 missing)
c4 < 4626.404 to the left, improve=15.55579, (0 missing)
c10 < 4607.913 to the right, improve=13.68200, (0 missing)
c13 < 4295.7 to the left, improve=12.27589, (0 missing)
c5 < 4133.045 to the right, improve=11.03329, (0 missing)
Surrogate splits:
c1 < 4284.076 to the right, agree=0.776, adj=0.019, (0 split)
c6 < 4314.847 to the right, agree=0.773, adj=0.008, (0 split)
c10 < 4584.947 to the right, agree=0.772, adj=0.004, (0 split)
Node number 92: 31 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.06451613 P(node) =0.002962255
class counts: 29 2
probabilities: 0.935 0.065
left son=184 (30 obs) right son=185 (1 obs)
Primary splits:
c1 < 4327.218 to the right, improve=1.808602, (0 missing)
c5 < 4139.004 to the right, improve=1.808602, (0 missing)
c6 < 4373.32 to the left, improve=1.808602, (0 missing)
c8 < 4090.45 to the left, improve=1.808602, (0 missing)
c10 < 4622.119 to the left, improve=1.808602, (0 missing)
Node number 93: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 94: 135 observations, complexity param=0.001347231
predicted class=open expected loss=0.2666667 P(node) =0.01290014
class counts: 36 99
probabilities: 0.267 0.733
left son=188 (40 obs) right son=189 (95 obs)
Primary splits:
c3 < 4105.499 to the right, improve=9.126316, (0 missing)
c7 < 4220.66 to the left, improve=8.859524, (0 missing)
c2 < 4310.587 to the right, improve=7.350000, (0 missing)
c6 < 4342.842 to the right, improve=6.336264, (0 missing)
c16 < 4479.647 to the left, improve=5.252830, (0 missing)
Surrogate splits:
c1 < 4449.163 to the right, agree=0.785, adj=0.275, (0 split)
c5 < 4179.895 to the right, agree=0.741, adj=0.125, (0 split)
c16 < 4477.519 to the right, agree=0.741, adj=0.125, (0 split)
c2 < 4307.727 to the right, agree=0.733, adj=0.100, (0 split)
c11 < 4249.863 to the right, agree=0.733, adj=0.100, (0 split)
Node number 95: 196 observations, complexity param=0.0002836276
predicted class=open expected loss=0.06632653 P(node) =0.0187291
class counts: 13 183
probabilities: 0.066 0.934
left son=190 (1 obs) right son=191 (195 obs)
Primary splits:
c8 < 4094.375 to the right, improve=1.7524330, (0 missing)
c4 < 4637.748 to the right, improve=1.5893400, (0 missing)
c15 < 4627.512 to the left, improve=1.2548500, (0 missing)
c6 < 4337.394 to the right, improve=1.0234780, (0 missing)
c10 < 4612.097 to the left, improve=0.8482792, (0 missing)
Node number 96: 381 observations, complexity param=0.0003722612
predicted class=closed expected loss=0.1076115 P(node) =0.03640707
class counts: 340 41
probabilities: 0.892 0.108
left son=192 (230 obs) right son=193 (151 obs)
Primary splits:
c13 < 4271.048 to the right, improve=3.567100, (0 missing)
c11 < 4187.362 to the right, improve=3.378864, (0 missing)
c7 < 4225.175 to the left, improve=2.398301, (0 missing)
c3 < 4028.042 to the left, improve=1.469207, (0 missing)
c10 < 4589.969 to the left, improve=1.152114, (0 missing)
Surrogate splits:
c5 < 4097.71 to the right, agree=0.659, adj=0.139, (0 split)
c11 < 4189.426 to the right, agree=0.648, adj=0.113, (0 split)
c2 < 4245.225 to the right, agree=0.630, adj=0.066, (0 split)
c7 < 4201.641 to the right, agree=0.630, adj=0.066, (0 split)
c15 < 4581.606 to the right, agree=0.627, adj=0.060, (0 split)
Node number 97: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 98: 204 observations, complexity param=0.0007799759
predicted class=closed expected loss=0.254902 P(node) =0.01949355
class counts: 152 52
probabilities: 0.745 0.255
left son=196 (120 obs) right son=197 (84 obs)
Primary splits:
c3 < 3997.313 to the right, improve=4.537815, (0 missing)
c9 < 4182.287 to the left, improve=3.118443, (0 missing)
c15 < 4609.482 to the right, improve=2.822318, (0 missing)
c1 < 4286.02 to the right, improve=2.672547, (0 missing)
c4 < 4608.482 to the right, improve=2.242671, (0 missing)
Surrogate splits:
c10 < 4617.631 to the left, agree=0.681, adj=0.226, (0 split)
c2 < 4250.137 to the right, agree=0.672, adj=0.202, (0 split)
c1 < 4280.633 to the right, agree=0.667, adj=0.190, (0 split)
c15 < 4586.957 to the right, agree=0.667, adj=0.190, (0 split)
c6 < 4329.327 to the right, agree=0.662, adj=0.179, (0 split)
Node number 99: 9 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.0008600096
class counts: 1 8
probabilities: 0.111 0.889
left son=198 (1 obs) right son=199 (8 obs)
Primary splits:
c4 < 4612.43 to the right, improve=1.777778, (0 missing)
c5 < 4131.577 to the right, improve=1.777778, (0 missing)
c6 < 4340.602 to the right, improve=1.777778, (0 missing)
c7 < 4235.817 to the right, improve=1.777778, (0 missing)
c9 < 4201.68 to the right, improve=1.777778, (0 missing)
Node number 100: 202 observations, complexity param=0.0005672552
predicted class=closed expected loss=0.2277228 P(node) =0.01930244
class counts: 156 46
probabilities: 0.772 0.228
left son=200 (71 obs) right son=201 (131 obs)
Primary splits:
c8 < 4045.3 to the left, improve=6.431507, (0 missing)
c15 < 4619.649 to the right, improve=6.004919, (0 missing)
c2 < 4276.587 to the left, improve=3.894935, (0 missing)
c1 < 4295.546 to the left, improve=3.188185, (0 missing)
c10 < 4605.099 to the left, improve=2.516833, (0 missing)
Surrogate splits:
c15 < 4612.915 to the right, agree=0.713, adj=0.183, (0 split)
c16 < 4324.379 to the left, agree=0.668, adj=0.056, (0 split)
c1 < 4288.481 to the left, agree=0.663, adj=0.042, (0 split)
c6 < 4324.031 to the left, agree=0.663, adj=0.042, (0 split)
c4 < 4613.966 to the left, agree=0.658, adj=0.028, (0 split)
Node number 101: 13 observations, complexity param=0.0002127207
predicted class=open expected loss=0.07692308 P(node) =0.001242236
class counts: 1 12
probabilities: 0.077 0.923
left son=202 (1 obs) right son=203 (12 obs)
Primary splits:
c3 < 4000.175 to the left, improve=1.8461540, (0 missing)
c10 < 4618.646 to the right, improve=1.8461540, (0 missing)
c1 < 4292.819 to the left, improve=0.8461538, (0 missing)
c7 < 4217.948 to the left, improve=0.8461538, (0 missing)
c9 < 4200.034 to the right, improve=0.8461538, (0 missing)
Node number 102: 24 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.2916667 P(node) =0.002293359
class counts: 17 7
probabilities: 0.708 0.292
left son=204 (11 obs) right son=205 (13 obs)
Primary splits:
c12 < 4227.434 to the left, improve=3.455128, (0 missing)
c4 < 4623.514 to the left, improve=2.250000, (0 missing)
c15 < 4607.326 to the left, improve=2.189394, (0 missing)
c13 < 4278.004 to the right, improve=2.041667, (0 missing)
c9 < 4215.881 to the right, improve=1.681373, (0 missing)
Surrogate splits:
c15 < 4591.099 to the left, agree=0.833, adj=0.636, (0 split)
c16 < 4344.181 to the left, agree=0.833, adj=0.636, (0 split)
c1 < 4280.88 to the left, agree=0.750, adj=0.455, (0 split)
c3 < 3990.441 to the left, agree=0.708, adj=0.364, (0 split)
c7 < 4226.308 to the left, agree=0.708, adj=0.364, (0 split)
Node number 103: 182 observations, complexity param=0.001276324
predicted class=open expected loss=0.2857143 P(node) =0.0173913
class counts: 52 130
probabilities: 0.286 0.714
left son=206 (8 obs) right son=207 (174 obs)
Primary splits:
c8 < 4038.874 to the left, improve=5.811576, (0 missing)
c16 < 4334.243 to the left, improve=5.438856, (0 missing)
c4 < 4624.573 to the left, improve=4.755411, (0 missing)
c11 < 4199.874 to the left, improve=4.180323, (0 missing)
c15 < 4575.957 to the left, improve=3.721320, (0 missing)
Node number 104: 86 observations, complexity param=0.000319081
predicted class=closed expected loss=0.04651163 P(node) =0.008217869
class counts: 82 4
probabilities: 0.953 0.047
left son=208 (81 obs) right son=209 (5 obs)
Primary splits:
c8 < 4053.16 to the left, improve=3.252598, (0 missing)
c7 < 4240.252 to the left, improve=2.390959, (0 missing)
c2 < 4269.867 to the left, improve=1.839672, (0 missing)
c10 < 4624.686 to the left, improve=1.839672, (0 missing)
c11 < 4171.605 to the right, improve=1.839672, (0 missing)
Surrogate splits:
c7 < 4240.252 to the left, agree=0.953, adj=0.2, (0 split)
Node number 105: 10 observations, complexity param=0.0006381621
predicted class=open expected loss=0.4 P(node) =0.0009555662
class counts: 4 6
probabilities: 0.400 0.600
left son=210 (4 obs) right son=211 (6 obs)
Primary splits:
c7 < 4225.607 to the left, improve=4.800000, (0 missing)
c3 < 4007.173 to the right, improve=3.200000, (0 missing)
c12 < 4220.258 to the left, improve=3.085714, (0 missing)
c15 < 4608.776 to the right, improve=3.085714, (0 missing)
c1 < 4306.347 to the right, improve=1.800000, (0 missing)
Surrogate splits:
c3 < 4007.173 to the right, agree=0.9, adj=0.75, (0 split)
c12 < 4220.258 to the left, agree=0.9, adj=0.75, (0 split)
c15 < 4608.776 to the right, agree=0.9, adj=0.75, (0 split)
c1 < 4293.638 to the right, agree=0.8, adj=0.50, (0 split)
c4 < 4611.594 to the left, agree=0.8, adj=0.50, (0 split)
Node number 108: 246 observations, complexity param=0.002623555
predicted class=closed expected loss=0.4756098 P(node) =0.02350693
class counts: 129 117
probabilities: 0.524 0.476
left son=216 (65 obs) right son=217 (181 obs)
Primary splits:
c6 < 4327.529 to the left, improve=11.964610, (0 missing)
c7 < 4207.531 to the left, improve= 9.900499, (0 missing)
c2 < 4261.245 to the left, improve= 7.723214, (0 missing)
c8 < 4050.174 to the left, improve= 6.214245, (0 missing)
c4 < 4607.594 to the left, improve= 5.244082, (0 missing)
Surrogate splits:
c10 < 4580.915 to the left, agree=0.756, adj=0.077, (0 split)
c7 < 4194.491 to the left, agree=0.752, adj=0.062, (0 split)
c4 < 4586.59 to the left, agree=0.748, adj=0.046, (0 split)
c1 < 4303.943 to the right, agree=0.744, adj=0.031, (0 split)
c9 < 4167.551 to the left, agree=0.744, adj=0.031, (0 split)
Node number 109: 222 observations, complexity param=0.0009572431
predicted class=open expected loss=0.2117117 P(node) =0.02121357
class counts: 47 175
probabilities: 0.212 0.788
left son=218 (96 obs) right son=219 (126 obs)
Primary splits:
c16 < 4337.241 to the left, improve=7.905647, (0 missing)
c10 < 4625.181 to the right, improve=7.302370, (0 missing)
c7 < 4206.678 to the left, improve=6.834937, (0 missing)
c15 < 4570.128 to the left, improve=5.355140, (0 missing)
c9 < 4201.076 to the right, improve=5.005745, (0 missing)
Surrogate splits:
c1 < 4271.717 to the left, agree=0.739, adj=0.396, (0 split)
c15 < 4577.536 to the left, agree=0.694, adj=0.292, (0 split)
c2 < 4245.669 to the left, agree=0.662, adj=0.219, (0 split)
c7 < 4219.541 to the left, agree=0.662, adj=0.219, (0 split)
c11 < 4182.378 to the left, agree=0.644, adj=0.177, (0 split)
Node number 110: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 111: 108 observations, complexity param=0.0002127207
predicted class=open expected loss=0.02777778 P(node) =0.01032011
class counts: 3 105
probabilities: 0.028 0.972
left son=222 (1 obs) right son=223 (107 obs)
Primary splits:
c13 < 4263.635 to the right, improve=1.9081000, (0 missing)
c1 < 4266.995 to the right, improve=0.9088050, (0 missing)
c8 < 4054.098 to the right, improve=0.9088050, (0 missing)
c4 < 4621.229 to the right, improve=0.3550725, (0 missing)
c10 < 4587.523 to the left, improve=0.2768579, (0 missing)
Node number 112: 96 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.1666667 P(node) =0.009173435
class counts: 80 16
probabilities: 0.833 0.167
left son=224 (52 obs) right son=225 (44 obs)
Primary splits:
c5 < 4114.61 to the left, improve=4.932401, (0 missing)
c6 < 4344.84 to the left, improve=4.609524, (0 missing)
c3 < 4013.974 to the left, improve=4.148148, (0 missing)
c10 < 4606.408 to the right, improve=3.642276, (0 missing)
c15 < 4600.546 to the right, improve=2.992823, (0 missing)
Surrogate splits:
c1 < 4295.333 to the left, agree=0.771, adj=0.500, (0 split)
c3 < 4010.764 to the left, agree=0.771, adj=0.500, (0 split)
c2 < 4261.553 to the left, agree=0.708, adj=0.364, (0 split)
c7 < 4236.219 to the left, agree=0.688, adj=0.318, (0 split)
c4 < 4618.87 to the left, agree=0.677, adj=0.295, (0 split)
Node number 113: 2338 observations, complexity param=0.004169326
predicted class=open expected loss=0.4144568 P(node) =0.2234114
class counts: 969 1369
probabilities: 0.414 0.586
left son=226 (98 obs) right son=227 (2240 obs)
Primary splits:
c1 < 4311.465 to the right, improve=26.66831, (0 missing)
c3 < 3971.285 to the left, improve=24.00904, (0 missing)
c15 < 4589.581 to the left, improve=22.99162, (0 missing)
c4 < 4606.945 to the left, improve=21.68881, (0 missing)
c2 < 4244.287 to the left, improve=17.77910, (0 missing)
Surrogate splits:
c2 < 4285.311 to the right, agree=0.962, adj=0.092, (0 split)
c5 < 4157.835 to the right, agree=0.961, adj=0.061, (0 split)
c7 < 4188.836 to the left, agree=0.959, adj=0.031, (0 split)
c15 < 4549.664 to the left, agree=0.959, adj=0.031, (0 split)
c3 < 4068.432 to the right, agree=0.959, adj=0.010, (0 split)
Node number 114: 6 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1666667 P(node) =0.0005733397
class counts: 5 1
probabilities: 0.833 0.167
left son=228 (5 obs) right son=229 (1 obs)
Primary splits:
c2 < 4264.93 to the left, improve=1.666667, (0 missing)
c4 < 4589.482 to the left, improve=1.666667, (0 missing)
c7 < 4235.441 to the left, improve=1.666667, (0 missing)
c10 < 4600.697 to the left, improve=1.666667, (0 missing)
c11 < 4188.135 to the left, improve=1.666667, (0 missing)
Node number 115: 124 observations, complexity param=0.0002127207
predicted class=open expected loss=0.01612903 P(node) =0.01184902
class counts: 2 122
probabilities: 0.016 0.984
left son=230 (1 obs) right son=231 (123 obs)
Primary splits:
c3 < 3991.773 to the left, improve=1.9517440, (0 missing)
c5 < 4095.353 to the left, improve=1.9517440, (0 missing)
c6 < 4312.989 to the left, improve=0.9518773, (0 missing)
c7 < 4206.762 to the left, improve=0.9518773, (0 missing)
c13 < 4272.496 to the left, improve=0.1460102, (0 missing)
Node number 116: 53 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.3396226 P(node) =0.005064501
class counts: 35 18
probabilities: 0.660 0.340
left son=232 (27 obs) right son=233 (26 obs)
Primary splits:
c2 < 4241.894 to the left, improve=5.747944, (0 missing)
c4 < 4610.804 to the left, improve=3.556194, (0 missing)
c5 < 4115.053 to the left, improve=3.298408, (0 missing)
c6 < 4336.262 to the left, improve=2.619739, (0 missing)
c7 < 4233.339 to the right, improve=2.500858, (0 missing)
Surrogate splits:
c4 < 4613.567 to the left, agree=0.755, adj=0.500, (0 split)
c5 < 4106.199 to the left, agree=0.736, adj=0.462, (0 split)
c13 < 4257.679 to the left, agree=0.717, adj=0.423, (0 split)
c8 < 4063.515 to the right, agree=0.679, adj=0.346, (0 split)
c15 < 4571.195 to the left, agree=0.679, adj=0.346, (0 split)
Node number 117: 60 observations, complexity param=0.001276324
predicted class=open expected loss=0.2666667 P(node) =0.005733397
class counts: 16 44
probabilities: 0.267 0.733
left son=234 (8 obs) right son=235 (52 obs)
Primary splits:
c11 < 4157.115 to the left, improve=6.832051, (0 missing)
c15 < 4536.41 to the left, improve=6.826667, (0 missing)
c16 < 4269.926 to the left, improve=5.866667, (0 missing)
c4 < 4597.02 to the left, improve=3.396491, (0 missing)
c5 < 4080.909 to the left, improve=3.396491, (0 missing)
Surrogate splits:
c15 < 4535.886 to the left, agree=0.983, adj=0.875, (0 split)
c7 < 4203.717 to the left, agree=0.950, adj=0.625, (0 split)
c16 < 4269.66 to the left, agree=0.933, adj=0.500, (0 split)
c13 < 4233.694 to the left, agree=0.917, adj=0.375, (0 split)
c2 < 4210.283 to the left, agree=0.900, adj=0.250, (0 split)
Node number 118: 122 observations, complexity param=0.001382685
predicted class=open expected loss=0.3360656 P(node) =0.01165791
class counts: 41 81
probabilities: 0.336 0.664
left son=236 (65 obs) right son=237 (57 obs)
Primary splits:
c15 < 4511.179 to the right, improve=19.38297, (0 missing)
c11 < 4145.507 to the right, improve=19.35734, (0 missing)
c3 < 3999.056 to the left, improve=18.60592, (0 missing)
c5 < 4130.587 to the left, improve=15.54519, (0 missing)
c7 < 4199.704 to the right, improve=14.00096, (0 missing)
Surrogate splits:
c11 < 4140.2 to the right, agree=0.951, adj=0.895, (0 split)
c5 < 4121.497 to the left, agree=0.885, adj=0.754, (0 split)
c3 < 4020.717 to the left, agree=0.861, adj=0.702, (0 split)
c13 < 4235.932 to the right, agree=0.795, adj=0.561, (0 split)
c16 < 4257.397 to the right, agree=0.770, adj=0.509, (0 split)
Node number 119: 499 observations, complexity param=0.0009572431
predicted class=open expected loss=0.1362725 P(node) =0.04768275
class counts: 68 431
probabilities: 0.136 0.864
left son=238 (36 obs) right son=239 (463 obs)
Primary splits:
c5 < 4132.936 to the right, improve=8.757911, (0 missing)
c15 < 4609.259 to the right, improve=8.253575, (0 missing)
c10 < 4595.094 to the left, improve=5.599961, (0 missing)
c1 < 4279.02 to the right, improve=5.425141, (0 missing)
c16 < 4321.576 to the right, improve=5.313226, (0 missing)
Surrogate splits:
c11 < 4153.917 to the left, agree=0.93, adj=0.028, (0 split)
Node number 120: 41 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.04878049 P(node) =0.003917821
class counts: 39 2
probabilities: 0.951 0.049
left son=240 (35 obs) right son=241 (6 obs)
Primary splits:
c15 < 4575.635 to the right, improve=1.1382110, (0 missing)
c2 < 4239.01 to the right, improve=0.8561601, (0 missing)
c16 < 4304.263 to the right, improve=0.8561601, (0 missing)
c11 < 4198.455 to the right, improve=0.8048780, (0 missing)
c13 < 4276.48 to the right, improve=0.6937669, (0 missing)
Surrogate splits:
c1 < 4267.391 to the right, agree=0.976, adj=0.833, (0 split)
c11 < 4193.376 to the right, agree=0.951, adj=0.667, (0 split)
c16 < 4318.762 to the right, agree=0.951, adj=0.667, (0 split)
Node number 121: 21 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3809524 P(node) =0.002006689
class counts: 13 8
probabilities: 0.619 0.381
left son=242 (18 obs) right son=243 (3 obs)
Primary splits:
c1 < 4316.321 to the left, improve=2.682540, (0 missing)
c6 < 4343.146 to the right, improve=2.682540, (0 missing)
c5 < 4119.131 to the right, improve=2.304762, (0 missing)
c10 < 4647.635 to the right, improve=2.293651, (0 missing)
c8 < 4113.9 to the right, improve=1.904762, (0 missing)
Surrogate splits:
c16 < 4352.544 to the left, agree=0.905, adj=0.333, (0 split)
Node number 122: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 123: 17 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1764706 P(node) =0.001624462
class counts: 3 14
probabilities: 0.176 0.824
left son=246 (2 obs) right son=247 (15 obs)
Primary splits:
c7 < 4198.671 to the left, improve=3.074510, (0 missing)
c11 < 4165.233 to the left, improve=3.074510, (0 missing)
c15 < 4540.795 to the left, improve=3.074510, (0 missing)
c1 < 4248.459 to the left, improve=1.441176, (0 missing)
c9 < 4224.128 to the right, improve=1.441176, (0 missing)
Surrogate splits:
c11 < 4165.233 to the left, agree=1, adj=1, (0 split)
c15 < 4540.795 to the left, agree=1, adj=1, (0 split)
Node number 124: 388 observations, complexity param=0.001223144
predicted class=open expected loss=0.3737113 P(node) =0.03707597
class counts: 145 243
probabilities: 0.374 0.626
left son=248 (306 obs) right son=249 (82 obs)
Primary splits:
c16 < 4334.26 to the right, improve=11.934410, (0 missing)
c5 < 4131.078 to the right, improve= 9.061753, (0 missing)
c2 < 4254.632 to the right, improve= 7.473713, (0 missing)
c6 < 4337.995 to the right, improve= 6.636441, (0 missing)
c1 < 4283.393 to the right, improve= 6.108546, (0 missing)
Surrogate splits:
c1 < 4268.733 to the right, agree=0.876, adj=0.415, (0 split)
c15 < 4574.259 to the right, agree=0.876, adj=0.415, (0 split)
c2 < 4246.51 to the right, agree=0.853, adj=0.305, (0 split)
c11 < 4186.242 to the right, agree=0.830, adj=0.195, (0 split)
c7 < 4215.145 to the right, agree=0.827, adj=0.183, (0 split)
Node number 125: 292 observations, complexity param=0.0008508828
predicted class=open expected loss=0.1815068 P(node) =0.02790253
class counts: 53 239
probabilities: 0.182 0.818
left son=250 (48 obs) right son=251 (244 obs)
Primary splits:
c7 < 4249.237 to the right, improve=11.653720, (0 missing)
c16 < 4359.558 to the right, improve= 4.348251, (0 missing)
c2 < 4234.002 to the left, improve= 4.061312, (0 missing)
c9 < 4221.243 to the right, improve= 3.222859, (0 missing)
c15 < 4627.275 to the right, improve= 3.203138, (0 missing)
Surrogate splits:
c9 < 4222.488 to the right, agree=0.887, adj=0.312, (0 split)
c15 < 4628.533 to the right, agree=0.853, adj=0.104, (0 split)
c5 < 4084.585 to the left, agree=0.842, adj=0.042, (0 split)
c11 < 4228.393 to the right, agree=0.842, adj=0.042, (0 split)
c2 < 4234.002 to the left, agree=0.839, adj=0.021, (0 split)
Node number 126: 197 observations, complexity param=0.001063603
predicted class=open expected loss=0.2690355 P(node) =0.01882465
class counts: 53 144
probabilities: 0.269 0.731
left son=252 (14 obs) right son=253 (183 obs)
Primary splits:
c1 < 4297.328 to the right, improve=10.425250, (0 missing)
c16 < 4343.669 to the right, improve=10.108080, (0 missing)
c7 < 4214.987 to the right, improve= 5.655246, (0 missing)
c9 < 4222.067 to the right, improve= 5.020579, (0 missing)
c4 < 4633.633 to the left, improve= 4.518449, (0 missing)
Surrogate splits:
c16 < 4361.878 to the right, agree=0.944, adj=0.214, (0 split)
c11 < 4209.687 to the right, agree=0.939, adj=0.143, (0 split)
Node number 127: 721 observations, complexity param=0.0007445224
predicted class=open expected loss=0.09570042 P(node) =0.06889632
class counts: 69 652
probabilities: 0.096 0.904
left son=254 (44 obs) right son=255 (677 obs)
Primary splits:
c2 < 4278.419 to the right, improve=5.635091, (0 missing)
c5 < 4160.94 to the right, improve=3.280130, (0 missing)
c10 < 4628.152 to the right, improve=2.962673, (0 missing)
c4 < 4629.331 to the left, improve=2.905231, (0 missing)
c1 < 4299.229 to the right, improve=2.650485, (0 missing)
Surrogate splits:
c13 < 4295.703 to the right, agree=0.951, adj=0.205, (0 split)
c5 < 4158.199 to the right, agree=0.945, adj=0.091, (0 split)
c1 < 4320.434 to the right, agree=0.942, adj=0.045, (0 split)
Node number 128: 264 observations, complexity param=0.0001276324
predicted class=closed expected loss=0.01515152 P(node) =0.02522695
class counts: 260 4
probabilities: 0.985 0.015
left son=256 (259 obs) right son=257 (5 obs)
Primary splits:
c4 < 4643.518 to the left, improve=0.3482859, (0 missing)
c16 < 4383.02 to the right, improve=0.2792665, (0 missing)
c5 < 4125.568 to the left, improve=0.2322607, (0 missing)
c15 < 4625.477 to the right, improve=0.1837221, (0 missing)
c8 < 4089.296 to the right, improve=0.1368524, (0 missing)
Node number 129: 53 observations, complexity param=0.0001701766
predicted class=closed expected loss=0.1132075 P(node) =0.005064501
class counts: 47 6
probabilities: 0.887 0.113
left son=258 (44 obs) right son=259 (9 obs)
Primary splits:
c4 < 4616.931 to the left, improve=2.378883, (0 missing)
c12 < 4248.687 to the left, improve=2.024488, (0 missing)
c16 < 4402.181 to the right, improve=1.914237, (0 missing)
c1 < 4321.133 to the right, improve=1.638241, (0 missing)
c2 < 4278.964 to the left, improve=1.604242, (0 missing)
Surrogate splits:
c1 < 4299.472 to the right, agree=0.849, adj=0.111, (0 split)
c2 < 4278.964 to the left, agree=0.849, adj=0.111, (0 split)
Node number 130: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 131: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 132: 67 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.01492537 P(node) =0.006402293
class counts: 66 1
probabilities: 0.985 0.015
left son=264 (64 obs) right son=265 (3 obs)
Primary splits:
c8 < 4058.369 to the right, improve=0.6368159, (0 missing)
c9 < 4208.905 to the left, improve=0.2558635, (0 missing)
c10 < 4623.856 to the left, improve=0.2201493, (0 missing)
c6 < 4346.395 to the left, improve=0.1239954, (0 missing)
c12 < 4239.769 to the left, improve=0.1239954, (0 missing)
Node number 133: 8 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.5 P(node) =0.0007644529
class counts: 4 4
probabilities: 0.500 0.500
left son=266 (4 obs) right son=267 (4 obs)
Primary splits:
c3 < 3986.257 to the right, improve=4.0, (0 missing)
c8 < 4088.627 to the right, improve=4.0, (0 missing)
c9 < 4204.194 to the right, improve=4.0, (0 missing)
c1 < 4301.414 to the right, improve=2.4, (0 missing)
c5 < 4103.973 to the right, improve=2.4, (0 missing)
Surrogate splits:
c8 < 4088.627 to the right, agree=1.000, adj=1.00, (0 split)
c9 < 4204.194 to the right, agree=1.000, adj=1.00, (0 split)
c1 < 4301.414 to the right, agree=0.875, adj=0.75, (0 split)
c5 < 4103.973 to the right, agree=0.875, adj=0.75, (0 split)
c6 < 4345.808 to the right, agree=0.875, adj=0.75, (0 split)
Node number 134: 9 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1111111 P(node) =0.0008600096
class counts: 8 1
probabilities: 0.889 0.111
left son=268 (8 obs) right son=269 (1 obs)
Primary splits:
c2 < 4271.079 to the left, improve=1.7777780, (0 missing)
c9 < 4214.771 to the right, improve=1.7777780, (0 missing)
c1 < 4295.399 to the right, improve=0.7777778, (0 missing)
c5 < 4113.546 to the left, improve=0.7777778, (0 missing)
c6 < 4325.423 to the right, improve=0.7777778, (0 missing)
Node number 135: 16 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3125 P(node) =0.001528906
class counts: 5 11
probabilities: 0.312 0.688
left son=270 (3 obs) right son=271 (13 obs)
Primary splits:
c6 < 4340.742 to the right, improve=3.490385, (0 missing)
c8 < 4082.347 to the right, improve=3.456818, (0 missing)
c11 < 4234.493 to the right, improve=2.160714, (0 missing)
c16 < 4400.535 to the right, improve=2.160714, (0 missing)
c7 < 4240.811 to the right, improve=1.875000, (0 missing)
Surrogate splits:
c8 < 4082.347 to the right, agree=0.875, adj=0.333, (0 split)
Node number 154: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 155: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 156: 10 observations
predicted class=closed expected loss=0 P(node) =0.0009555662
class counts: 10 0
probabilities: 1.000 0.000
Node number 157: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1 P(node) =0.0009555662
class counts: 1 9
probabilities: 0.100 0.900
left son=314 (1 obs) right son=315 (9 obs)
Primary splits:
c1 < 4305.935 to the left, improve=1.8, (0 missing)
c7 < 4245.947 to the right, improve=1.8, (0 missing)
c8 < 4054.584 to the left, improve=1.8, (0 missing)
c3 < 3987.816 to the right, improve=0.8, (0 missing)
c5 < 4117.991 to the left, improve=0.8, (0 missing)
Node number 158: 19 observations, complexity param=0.0003545345
predicted class=open expected loss=0.3157895 P(node) =0.001815576
class counts: 6 13
probabilities: 0.316 0.684
left son=316 (10 obs) right son=317 (9 obs)
Primary splits:
c1 < 4294.549 to the left, improve=3.410526, (0 missing)
c12 < 4226.257 to the left, improve=2.642344, (0 missing)
c7 < 4241.171 to the right, improve=1.448622, (0 missing)
c10 < 4623.499 to the right, improve=1.448622, (0 missing)
c5 < 4113.99 to the left, improve=1.432749, (0 missing)
Surrogate splits:
c2 < 4258.03 to the left, agree=0.789, adj=0.556, (0 split)
c3 < 3982.101 to the left, agree=0.789, adj=0.556, (0 split)
c9 < 4200.61 to the right, agree=0.789, adj=0.556, (0 split)
c6 < 4343.983 to the right, agree=0.737, adj=0.444, (0 split)
c7 < 4241.171 to the right, agree=0.737, adj=0.444, (0 split)
Node number 159: 26 observations
predicted class=open expected loss=0 P(node) =0.002484472
class counts: 0 26
probabilities: 0.000 1.000
Node number 160: 340 observations, complexity param=0.0002481741
predicted class=closed expected loss=0.04411765 P(node) =0.03248925
class counts: 325 15
probabilities: 0.956 0.044
left son=320 (339 obs) right son=321 (1 obs)
Primary splits:
c9 < 4182.218 to the right, improve=1.832813, (0 missing)
c10 < 4594.281 to the right, improve=1.832813, (0 missing)
c13 < 4334.068 to the left, improve=1.832813, (0 missing)
c15 < 4582.078 to the right, improve=1.832813, (0 missing)
c8 < 4105.224 to the right, improve=1.349668, (0 missing)
Node number 161: 86 observations, complexity param=0.0007799759
predicted class=closed expected loss=0.2790698 P(node) =0.008217869
class counts: 62 24
probabilities: 0.721 0.279
left son=322 (57 obs) right son=323 (29 obs)
Primary splits:
c3 < 4022.816 to the left, improve=6.505438, (0 missing)
c16 < 4392.423 to the right, improve=5.804651, (0 missing)
c15 < 4620.474 to the right, improve=4.620207, (0 missing)
c4 < 4630.125 to the left, improve=4.157032, (0 missing)
c5 < 4121.944 to the left, improve=3.868608, (0 missing)
Surrogate splits:
c4 < 4644.558 to the left, agree=0.860, adj=0.586, (0 split)
c5 < 4132.582 to the left, agree=0.791, adj=0.379, (0 split)
c6 < 4365.302 to the left, agree=0.779, adj=0.345, (0 split)
c2 < 4282.099 to the left, agree=0.756, adj=0.276, (0 split)
c9 < 4242.25 to the left, agree=0.698, adj=0.103, (0 split)
Node number 162: 170 observations, complexity param=0.001595405
predicted class=closed expected loss=0.1470588 P(node) =0.01624462
class counts: 145 25
probabilities: 0.853 0.147
left son=324 (107 obs) right son=325 (63 obs)
Primary splits:
c3 < 4066.782 to the left, improve=8.180362, (0 missing)
c8 < 4124.415 to the right, improve=5.970868, (0 missing)
c1 < 4378.285 to the right, improve=5.335320, (0 missing)
c16 < 4439.321 to the right, improve=4.439512, (0 missing)
c4 < 4698.448 to the left, improve=4.084003, (0 missing)
Surrogate splits:
c1 < 4393.282 to the left, agree=0.706, adj=0.206, (0 split)
c5 < 4202.969 to the left, agree=0.700, adj=0.190, (0 split)
c16 < 4460.304 to the left, agree=0.676, adj=0.127, (0 split)
c4 < 4700.243 to the left, agree=0.671, adj=0.111, (0 split)
c15 < 4700.198 to the left, agree=0.671, adj=0.111, (0 split)
Node number 163: 60 observations, complexity param=0.0004254414
predicted class=open expected loss=0.03333333 P(node) =0.005733397
class counts: 2 58
probabilities: 0.033 0.967
left son=326 (2 obs) right son=327 (58 obs)
Primary splits:
c11 < 4216.616 to the left, improve=3.866667, (0 missing)
c1 < 4332.138 to the left, improve=1.900565, (0 missing)
c3 < 4023.442 to the left, improve=1.900565, (0 missing)
c15 < 4615.748 to the left, improve=1.900565, (0 missing)
c7 < 4251.551 to the left, improve=1.866667, (0 missing)
Node number 172: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 173: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 176: 556 observations, complexity param=0.001382685
predicted class=closed expected loss=0.2823741 P(node) =0.05312948
class counts: 399 157
probabilities: 0.718 0.282
left son=352 (375 obs) right son=353 (181 obs)
Primary splits:
c1 < 4302.985 to the right, improve=7.850510, (0 missing)
c4 < 4609.299 to the left, improve=5.025245, (0 missing)
c6 < 4338.831 to the left, improve=4.740150, (0 missing)
c8 < 4072.923 to the left, improve=4.165483, (0 missing)
c11 < 4166.36 to the right, improve=4.149750, (0 missing)
Surrogate splits:
c16 < 4368.528 to the right, agree=0.723, adj=0.149, (0 split)
c15 < 4596.868 to the right, agree=0.694, adj=0.061, (0 split)
c13 < 4268.263 to the right, agree=0.691, adj=0.050, (0 split)
c5 < 4102.081 to the right, agree=0.683, adj=0.028, (0 split)
c3 < 3988.529 to the right, agree=0.678, adj=0.011, (0 split)
Node number 177: 29 observations, complexity param=0.0008508828
predicted class=open expected loss=0.2068966 P(node) =0.002771142
class counts: 6 23
probabilities: 0.207 0.793
left son=354 (4 obs) right son=355 (25 obs)
Primary splits:
c15 < 4598.624 to the left, improve=5.837241, (0 missing)
c8 < 4064.346 to the left, improve=4.250575, (0 missing)
c5 < 4110.263 to the left, improve=4.209549, (0 missing)
c6 < 4321.213 to the left, improve=4.209549, (0 missing)
c9 < 4187.378 to the left, improve=3.198401, (0 missing)
Surrogate splits:
c6 < 4318.426 to the left, agree=0.931, adj=0.50, (0 split)
c9 < 4177.251 to the left, agree=0.931, adj=0.50, (0 split)
c10 < 4590.759 to the left, agree=0.931, adj=0.50, (0 split)
c8 < 4064.346 to the left, agree=0.897, adj=0.25, (0 split)
c11 < 4184.342 to the left, agree=0.897, adj=0.25, (0 split)
Node number 178: 53 observations, complexity param=0.001914486
predicted class=closed expected loss=0.2830189 P(node) =0.005064501
class counts: 38 15
probabilities: 0.717 0.283
left son=356 (42 obs) right son=357 (11 obs)
Primary splits:
c15 < 4695.313 to the left, improve=10.881730, (0 missing)
c16 < 4490.782 to the left, improve=10.881730, (0 missing)
c1 < 4429.117 to the left, improve= 9.687212, (0 missing)
c11 < 4284.422 to the left, improve= 8.292043, (0 missing)
c13 < 4331.445 to the left, improve= 8.292043, (0 missing)
Surrogate splits:
c16 < 4490.782 to the left, agree=0.962, adj=0.818, (0 split)
c11 < 4268.164 to the left, agree=0.943, adj=0.727, (0 split)
c13 < 4323.229 to the left, agree=0.943, adj=0.727, (0 split)
c1 < 4441.189 to the left, agree=0.925, adj=0.636, (0 split)
c4 < 4592.222 to the right, agree=0.906, adj=0.545, (0 split)
Node number 179: 212 observations, complexity param=0.002339928
predicted class=open expected loss=0.3537736 P(node) =0.020258
class counts: 75 137
probabilities: 0.354 0.646
left son=358 (11 obs) right son=359 (201 obs)
Primary splits:
c15 < 4581.114 to the left, improve=9.690181, (0 missing)
c7 < 4205.944 to the left, improve=8.492676, (0 missing)
c6 < 4343.024 to the right, improve=8.289950, (0 missing)
c8 < 4065.11 to the left, improve=5.625558, (0 missing)
c10 < 4601.846 to the left, improve=5.589451, (0 missing)
Surrogate splits:
c7 < 4203.598 to the left, agree=0.967, adj=0.364, (0 split)
Node number 180: 86 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.09302326 P(node) =0.008217869
class counts: 78 8
probabilities: 0.907 0.093
left son=360 (83 obs) right son=361 (3 obs)
Primary splits:
c5 < 4103.828 to the right, improve=5.114038, (0 missing)
c4 < 4644.976 to the left, improve=3.368771, (0 missing)
c8 < 4078.003 to the right, improve=1.893771, (0 missing)
c13 < 4277.167 to the right, improve=1.664569, (0 missing)
c6 < 4341.664 to the right, improve=1.610727, (0 missing)
Node number 181: 52 observations, complexity param=0.0009217897
predicted class=open expected loss=0.4807692 P(node) =0.004968944
class counts: 25 27
probabilities: 0.481 0.519
left son=362 (45 obs) right son=363 (7 obs)
Primary splits:
c2 < 4277.25 to the right, improve=3.739316, (0 missing)
c6 < 4335.536 to the right, improve=3.739316, (0 missing)
c11 < 4219.547 to the right, improve=3.705128, (0 missing)
c8 < 4068.312 to the right, improve=2.493689, (0 missing)
c10 < 4626.702 to the left, improve=2.493689, (0 missing)
Surrogate splits:
c5 < 4126.44 to the right, agree=0.885, adj=0.143, (0 split)
c6 < 4331.359 to the right, agree=0.885, adj=0.143, (0 split)
c8 < 4054.257 to the right, agree=0.885, adj=0.143, (0 split)
Node number 182: 873 observations, complexity param=0.003332624
predicted class=open expected loss=0.4112257 P(node) =0.08342093
class counts: 359 514
probabilities: 0.411 0.589
left son=364 (707 obs) right son=365 (166 obs)
Primary splits:
c13 < 4296.68 to the left, improve=19.56389, (0 missing)
c4 < 4631.973 to the left, improve=18.99968, (0 missing)
c5 < 4123.209 to the right, improve=13.65317, (0 missing)
c11 < 4223.868 to the left, improve=12.76864, (0 missing)
c1 < 4304.013 to the right, improve= 8.43352, (0 missing)
Surrogate splits:
c4 < 4641.577 to the left, agree=0.844, adj=0.181, (0 split)
c11 < 4226.262 to the left, agree=0.837, adj=0.145, (0 split)
c2 < 4291.186 to the left, agree=0.821, adj=0.060, (0 split)
c6 < 4363.066 to the left, agree=0.821, adj=0.060, (0 split)
c7 < 4265.469 to the left, agree=0.821, adj=0.060, (0 split)
Node number 183: 259 observations, complexity param=0.001489045
predicted class=open expected loss=0.2046332 P(node) =0.02474916
class counts: 53 206
probabilities: 0.205 0.795
left son=366 (7 obs) right son=367 (252 obs)
Primary splits:
c7 < 4268.177 to the right, improve=9.102531, (0 missing)
c10 < 4621.068 to the right, improve=7.612465, (0 missing)
c6 < 4352.386 to the right, improve=6.370554, (0 missing)
c15 < 4635.025 to the right, improve=5.684391, (0 missing)
c13 < 4276.654 to the left, improve=5.329550, (0 missing)
Surrogate splits:
c15 < 4640.358 to the right, agree=0.988, adj=0.571, (0 split)
c6 < 4362.691 to the right, agree=0.985, adj=0.429, (0 split)
c9 < 4228.272 to the right, agree=0.985, adj=0.429, (0 split)
Node number 184: 30 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.03333333 P(node) =0.002866699
class counts: 29 1
probabilities: 0.967 0.033
left son=368 (29 obs) right son=369 (1 obs)
Primary splits:
c5 < 4139.004 to the right, improve=1.9333330, (0 missing)
c12 < 4203.229 to the right, improve=1.9333330, (0 missing)
c11 < 4203.324 to the left, improve=0.4333333, (0 missing)
c7 < 4224.751 to the left, improve=0.3333333, (0 missing)
c13 < 4280.703 to the right, improve=0.3333333, (0 missing)
Node number 185: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 188: 40 observations, complexity param=0.001347231
predicted class=closed expected loss=0.45 P(node) =0.003822265
class counts: 22 18
probabilities: 0.550 0.450
left son=376 (25 obs) right son=377 (15 obs)
Primary splits:
c1 < 4444.972 to the left, improve=14.520000, (0 missing)
c16 < 4481.327 to the left, improve=14.520000, (0 missing)
c8 < 4057.059 to the left, improve=10.183840, (0 missing)
c6 < 4338.854 to the right, improve= 7.466667, (0 missing)
c5 < 4175.267 to the left, improve= 6.395611, (0 missing)
Surrogate splits:
c16 < 4481.327 to the left, agree=0.950, adj=0.867, (0 split)
c8 < 4059.493 to the left, agree=0.875, adj=0.667, (0 split)
c4 < 4597.678 to the right, agree=0.825, adj=0.533, (0 split)
c5 < 4179.136 to the left, agree=0.800, adj=0.467, (0 split)
c7 < 4225.549 to the left, agree=0.800, adj=0.467, (0 split)
Node number 189: 95 observations, complexity param=0.0005318017
predicted class=open expected loss=0.1473684 P(node) =0.009077879
class counts: 14 81
probabilities: 0.147 0.853
left son=378 (11 obs) right son=379 (84 obs)
Primary splits:
c16 < 4406.421 to the left, improve=3.942948, (0 missing)
c2 < 4317.983 to the right, improve=3.033025, (0 missing)
c3 < 4062.722 to the left, improve=3.033025, (0 missing)
c1 < 4375.678 to the left, improve=2.973121, (0 missing)
c15 < 4602.317 to the left, improve=2.970458, (0 missing)
Surrogate splits:
c1 < 4368.334 to the left, agree=0.979, adj=0.818, (0 split)
c13 < 4281.714 to the left, agree=0.937, adj=0.455, (0 split)
c3 < 4064.366 to the left, agree=0.916, adj=0.273, (0 split)
c5 < 4130.981 to the left, agree=0.916, adj=0.273, (0 split)
c15 < 4607.872 to the left, agree=0.916, adj=0.273, (0 split)
Node number 190: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 191: 195 observations, complexity param=0.0002836276
predicted class=open expected loss=0.06153846 P(node) =0.01863354
class counts: 12 183
probabilities: 0.062 0.938
left son=382 (58 obs) right son=383 (137 obs)
Primary splits:
c15 < 4627.512 to the left, improve=0.9635501, (0 missing)
c10 < 4607.985 to the left, improve=0.9220528, (0 missing)
c6 < 4337.394 to the right, improve=0.8837327, (0 missing)
c4 < 4637.748 to the right, improve=0.7297639, (0 missing)
c16 < 4472.574 to the left, improve=0.5501040, (0 missing)
Surrogate splits:
c16 < 4428.648 to the left, agree=0.882, adj=0.603, (0 split)
c1 < 4400.768 to the left, agree=0.867, adj=0.552, (0 split)
c13 < 4298.13 to the left, agree=0.821, adj=0.397, (0 split)
c2 < 4290.255 to the left, agree=0.810, adj=0.362, (0 split)
c5 < 4146.316 to the left, agree=0.759, adj=0.190, (0 split)
Node number 192: 230 observations, complexity param=0.0003722612
predicted class=closed expected loss=0.05217391 P(node) =0.02197802
class counts: 218 12
probabilities: 0.948 0.052
left son=384 (228 obs) right son=385 (2 obs)
Primary splits:
c3 < 4027.48 to the left, improve=3.6250190, (0 missing)
c12 < 4205.462 to the right, improve=1.2841900, (0 missing)
c8 < 4054.433 to the left, improve=0.8092296, (0 missing)
c16 < 4323.836 to the right, improve=0.8092296, (0 missing)
c7 < 4232.3 to the left, improve=0.7184143, (0 missing)
Node number 193: 151 observations, complexity param=0.0003722612
predicted class=closed expected loss=0.192053 P(node) =0.01442905
class counts: 122 29
probabilities: 0.808 0.192
left son=386 (59 obs) right son=387 (92 obs)
Primary splits:
c16 < 4342.536 to the left, improve=4.844346, (0 missing)
c7 < 4214.473 to the left, improve=3.597790, (0 missing)
c2 < 4262.111 to the left, improve=2.809147, (0 missing)
c11 < 4156.693 to the right, improve=2.646162, (0 missing)
c13 < 4270.544 to the left, improve=2.066055, (0 missing)
Surrogate splits:
c1 < 4275.866 to the left, agree=0.722, adj=0.288, (0 split)
c7 < 4210.797 to the left, agree=0.675, adj=0.169, (0 split)
c2 < 4256.583 to the left, agree=0.649, adj=0.102, (0 split)
c3 < 3976.529 to the left, agree=0.649, adj=0.102, (0 split)
c6 < 4322.303 to the left, agree=0.642, adj=0.085, (0 split)
Node number 196: 120 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1666667 P(node) =0.01146679
class counts: 100 20
probabilities: 0.833 0.167
left son=392 (50 obs) right son=393 (70 obs)
Primary splits:
c15 < 4608.149 to the right, improve=2.750476, (0 missing)
c10 < 4608.18 to the left, improve=1.898406, (0 missing)
c8 < 4050.743 to the left, improve=1.856061, (0 missing)
c2 < 4275.327 to the left, improve=1.538462, (0 missing)
c6 < 4351.29 to the left, improve=1.538462, (0 missing)
Surrogate splits:
c10 < 4605.525 to the left, agree=0.708, adj=0.30, (0 split)
c8 < 4045.613 to the left, agree=0.683, adj=0.24, (0 split)
c3 < 4010.41 to the right, agree=0.667, adj=0.20, (0 split)
c1 < 4289.954 to the left, agree=0.658, adj=0.18, (0 split)
c2 < 4257.233 to the left, agree=0.650, adj=0.16, (0 split)
Node number 197: 84 observations, complexity param=0.0007799759
predicted class=closed expected loss=0.3809524 P(node) =0.008026756
class counts: 52 32
probabilities: 0.619 0.381
left son=394 (54 obs) right son=395 (30 obs)
Primary splits:
c15 < 4598.711 to the left, improve=5.944974, (0 missing)
c16 < 4350.65 to the left, improve=3.731900, (0 missing)
c9 < 4182.251 to the left, improve=3.294723, (0 missing)
c2 < 4263.739 to the right, improve=2.955307, (0 missing)
c5 < 4107.787 to the left, improve=2.683624, (0 missing)
Surrogate splits:
c16 < 4353.714 to the left, agree=0.738, adj=0.267, (0 split)
c10 < 4596.144 to the right, agree=0.702, adj=0.167, (0 split)
c11 < 4206.339 to the left, agree=0.702, adj=0.167, (0 split)
c6 < 4319.005 to the right, agree=0.690, adj=0.133, (0 split)
c8 < 4043.374 to the right, agree=0.690, adj=0.133, (0 split)
Node number 198: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 199: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 200: 71 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.05633803 P(node) =0.00678452
class counts: 67 4
probabilities: 0.944 0.056
left son=400 (70 obs) right son=401 (1 obs)
Primary splits:
c2 < 4241.732 to the right, improve=1.8064390, (0 missing)
c6 < 4321.895 to the right, improve=1.8064390, (0 missing)
c7 < 4218.618 to the right, improve=0.8700978, (0 missing)
c15 < 4605.604 to the right, improve=0.8700978, (0 missing)
c3 < 3999.487 to the right, improve=0.8101653, (0 missing)
Node number 201: 131 observations, complexity param=0.0005672552
predicted class=closed expected loss=0.3206107 P(node) =0.01251792
class counts: 89 42
probabilities: 0.679 0.321
left son=402 (107 obs) right son=403 (24 obs)
Primary splits:
c1 < 4302.29 to the left, improve=4.056241, (0 missing)
c15 < 4619.655 to the right, improve=4.016071, (0 missing)
c2 < 4276.587 to the left, improve=3.971733, (0 missing)
c7 < 4240.045 to the right, improve=2.677577, (0 missing)
c16 < 4362.411 to the left, improve=2.389337, (0 missing)
Surrogate splits:
c5 < 4142.155 to the left, agree=0.832, adj=0.083, (0 split)
c7 < 4204.93 to the right, agree=0.832, adj=0.083, (0 split)
c13 < 4284.361 to the left, agree=0.832, adj=0.083, (0 split)
c2 < 4277.737 to the left, agree=0.824, adj=0.042, (0 split)
c6 < 4352.828 to the left, agree=0.824, adj=0.042, (0 split)
Node number 202: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 203: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 204: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 205: 13 observations, complexity param=0.0006381621
predicted class=open expected loss=0.4615385 P(node) =0.001242236
class counts: 6 7
probabilities: 0.462 0.538
left son=410 (7 obs) right son=411 (6 obs)
Primary splits:
c12 < 4238.913 to the right, improve=4.747253, (0 missing)
c13 < 4278.89 to the right, improve=3.350427, (0 missing)
c3 < 3985.911 to the right, improve=2.461538, (0 missing)
c5 < 4132.916 to the right, improve=1.370629, (0 missing)
c6 < 4344.057 to the right, improve=1.370629, (0 missing)
Surrogate splits:
c3 < 3985.911 to the right, agree=0.846, adj=0.667, (0 split)
c2 < 4253.186 to the left, agree=0.769, adj=0.500, (0 split)
c5 < 4107.485 to the left, agree=0.769, adj=0.500, (0 split)
c7 < 4233.151 to the right, agree=0.769, adj=0.500, (0 split)
c13 < 4278.89 to the right, agree=0.769, adj=0.500, (0 split)
Node number 206: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.125 P(node) =0.0007644529
class counts: 7 1
probabilities: 0.875 0.125
left son=412 (7 obs) right son=413 (1 obs)
Primary splits:
c2 < 4250.362 to the right, improve=1.75, (0 missing)
c5 < 4101.28 to the right, improve=1.75, (0 missing)
c9 < 4183.259 to the right, improve=1.75, (0 missing)
c10 < 4612.946 to the right, improve=1.75, (0 missing)
c3 < 3979.894 to the right, improve=0.75, (0 missing)
Node number 207: 174 observations, complexity param=0.001063603
predicted class=open expected loss=0.2586207 P(node) =0.01662685
class counts: 45 129
probabilities: 0.259 0.741
left son=414 (32 obs) right son=415 (142 obs)
Primary splits:
c16 < 4334.243 to the left, improve=5.828891, (0 missing)
c11 < 4199.874 to the left, improve=4.124271, (0 missing)
c4 < 4624.573 to the left, improve=4.073344, (0 missing)
c15 < 4575.957 to the left, improve=3.017629, (0 missing)
c6 < 4331.569 to the left, improve=2.345350, (0 missing)
Surrogate splits:
c15 < 4584.869 to the left, agree=0.856, adj=0.219, (0 split)
c1 < 4259.397 to the left, agree=0.839, adj=0.125, (0 split)
c10 < 4594.472 to the left, agree=0.828, adj=0.062, (0 split)
c3 < 3936.652 to the left, agree=0.822, adj=0.031, (0 split)
c7 < 4204.727 to the left, agree=0.822, adj=0.031, (0 split)
Node number 208: 81 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.01234568 P(node) =0.007740086
class counts: 80 1
probabilities: 0.988 0.012
left son=416 (80 obs) right son=417 (1 obs)
Primary splits:
c11 < 4171.605 to the right, improve=1.9753090, (0 missing)
c15 < 4606.037 to the right, improve=0.3753086, (0 missing)
c2 < 4237.038 to the right, improve=0.1571268, (0 missing)
c5 < 4102.744 to the right, improve=0.1003086, (0 missing)
c6 < 4328.38 to the right, improve=0.0929557, (0 missing)
Node number 209: 5 observations, complexity param=0.000319081
predicted class=open expected loss=0.4 P(node) =0.0004777831
class counts: 2 3
probabilities: 0.400 0.600
left son=418 (2 obs) right son=419 (3 obs)
Primary splits:
c7 < 4226.83 to the left, improve=2.4, (0 missing)
c8 < 4053.694 to the right, improve=2.4, (0 missing)
c10 < 4604.694 to the left, improve=2.4, (0 missing)
c15 < 4610.465 to the right, improve=2.4, (0 missing)
c16 < 4338.113 to the left, improve=2.4, (0 missing)
Surrogate splits:
c8 < 4053.694 to the right, agree=1.0, adj=1.0, (0 split)
c10 < 4604.694 to the left, agree=1.0, adj=1.0, (0 split)
c15 < 4610.465 to the right, agree=1.0, adj=1.0, (0 split)
c16 < 4338.113 to the left, agree=1.0, adj=1.0, (0 split)
c2 < 4253.165 to the right, agree=0.8, adj=0.5, (0 split)
Node number 210: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 211: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 216: 65 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.2153846 P(node) =0.00621118
class counts: 51 14
probabilities: 0.785 0.215
left son=432 (56 obs) right son=433 (9 obs)
Primary splits:
c4 < 4615.236 to the left, improve=4.254945, (0 missing)
c7 < 4215.858 to the left, improve=3.797802, (0 missing)
c11 < 4182.337 to the left, improve=3.693040, (0 missing)
c3 < 4000.348 to the right, improve=2.680342, (0 missing)
c8 < 4031.435 to the right, improve=2.436444, (0 missing)
Node number 217: 181 observations, complexity param=0.001914486
predicted class=open expected loss=0.4309392 P(node) =0.01729575
class counts: 78 103
probabilities: 0.431 0.569
left son=434 (111 obs) right son=435 (70 obs)
Primary splits:
c8 < 4049.782 to the left, improve=5.808487, (0 missing)
c1 < 4277.427 to the right, improve=4.536677, (0 missing)
c7 < 4231.551 to the left, improve=4.216061, (0 missing)
c5 < 4100.07 to the left, improve=3.910736, (0 missing)
c2 < 4269.576 to the left, improve=3.510660, (0 missing)
Surrogate splits:
c4 < 4625.731 to the left, agree=0.641, adj=0.071, (0 split)
c7 < 4235.387 to the left, agree=0.641, adj=0.071, (0 split)
c16 < 4315.625 to the right, agree=0.641, adj=0.071, (0 split)
c1 < 4272.708 to the right, agree=0.635, adj=0.057, (0 split)
c3 < 3988.876 to the right, agree=0.635, adj=0.057, (0 split)
Node number 218: 96 observations, complexity param=0.0009572431
predicted class=open expected loss=0.3645833 P(node) =0.009173435
class counts: 35 61
probabilities: 0.365 0.635
left son=436 (13 obs) right son=437 (83 obs)
Primary splits:
c9 < 4202.948 to the right, improve=6.974069, (0 missing)
c4 < 4616.112 to the left, improve=5.475223, (0 missing)
c6 < 4330.08 to the left, improve=4.565747, (0 missing)
c10 < 4624.637 to the right, improve=4.547348, (0 missing)
c7 < 4195.497 to the left, improve=4.259386, (0 missing)
Surrogate splits:
c10 < 4621.078 to the right, agree=0.927, adj=0.462, (0 split)
c3 < 3937.158 to the left, agree=0.885, adj=0.154, (0 split)
c15 < 4557.41 to the left, agree=0.885, adj=0.154, (0 split)
Node number 219: 126 observations, complexity param=0.0004254414
predicted class=open expected loss=0.0952381 P(node) =0.01204013
class counts: 12 114
probabilities: 0.095 0.905
left son=438 (2 obs) right son=439 (124 obs)
Primary splits:
c7 < 4201.485 to the left, improve=3.327189, (0 missing)
c12 < 4283.074 to the right, improve=1.650286, (0 missing)
c16 < 4358.651 to the right, improve=1.650286, (0 missing)
c10 < 4607.723 to the right, improve=1.529101, (0 missing)
c6 < 4316.146 to the left, improve=1.353630, (0 missing)
Node number 222: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 223: 107 observations, complexity param=0.0001063603
predicted class=open expected loss=0.01869159 P(node) =0.01022456
class counts: 2 105
probabilities: 0.019 0.981
left son=446 (2 obs) right son=447 (105 obs)
Primary splits:
c8 < 4054.098 to the right, improve=0.9442813, (0 missing)
c16 < 4268.425 to the left, improve=0.1832982, (0 missing)
c2 < 4232.844 to the left, improve=0.1252336, (0 missing)
c3 < 4014.821 to the left, improve=0.1252336, (0 missing)
c5 < 4144.831 to the right, improve=0.1129529, (0 missing)
Node number 224: 52 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.01923077 P(node) =0.004968944
class counts: 51 1
probabilities: 0.981 0.019
left son=448 (51 obs) right son=449 (1 obs)
Primary splits:
c2 < 4272.258 to the left, improve=1.9615380, (0 missing)
c1 < 4309.571 to the left, improve=0.6282051, (0 missing)
c9 < 4190.605 to the right, improve=0.4615385, (0 missing)
c15 < 4574.291 to the right, improve=0.4615385, (0 missing)
c5 < 4111.06 to the left, improve=0.2948718, (0 missing)
Node number 225: 44 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.3409091 P(node) =0.004204491
class counts: 29 15
probabilities: 0.659 0.341
left son=450 (34 obs) right son=451 (10 obs)
Primary splits:
c2 < 4251.686 to the right, improve=8.090374, (0 missing)
c4 < 4613.147 to the right, improve=6.035885, (0 missing)
c3 < 4029.597 to the right, improve=3.835227, (0 missing)
c13 < 4278.723 to the right, improve=3.713780, (0 missing)
c6 < 4344.84 to the left, improve=3.217172, (0 missing)
Surrogate splits:
c5 < 4116.38 to the right, agree=0.841, adj=0.3, (0 split)
c4 < 4603.651 to the right, agree=0.818, adj=0.2, (0 split)
Node number 226: 98 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.2244898 P(node) =0.009364548
class counts: 76 22
probabilities: 0.776 0.224
left son=452 (64 obs) right son=453 (34 obs)
Primary splits:
c2 < 4267.382 to the right, improve=6.306273, (0 missing)
c15 < 4611.121 to the left, improve=3.814757, (0 missing)
c11 < 4156.521 to the right, improve=3.722449, (0 missing)
c3 < 4058.498 to the left, improve=2.499261, (0 missing)
c12 < 4211.429 to the right, improve=2.172387, (0 missing)
Surrogate splits:
c4 < 4604.219 to the right, agree=0.714, adj=0.176, (0 split)
c9 < 4179.246 to the right, agree=0.694, adj=0.118, (0 split)
c13 < 4265.342 to the right, agree=0.694, adj=0.118, (0 split)
c1 < 4311.753 to the right, agree=0.684, adj=0.088, (0 split)
c6 < 4322.68 to the right, agree=0.684, adj=0.088, (0 split)
Node number 227: 2240 observations, complexity param=0.004169326
predicted class=open expected loss=0.3986607 P(node) =0.2140468
class counts: 893 1347
probabilities: 0.399 0.601
left son=454 (1994 obs) right son=455 (246 obs)
Primary splits:
c3 < 4023.197 to the left, improve=27.69851, (0 missing)
c2 < 4244.287 to the left, improve=21.99476, (0 missing)
c15 < 4589.581 to the left, improve=21.69021, (0 missing)
c5 < 4111.77 to the left, improve=21.57025, (0 missing)
c4 < 4606.945 to the left, improve=21.00457, (0 missing)
Surrogate splits:
c5 < 4147.641 to the left, agree=0.895, adj=0.041, (0 split)
c1 < 4311.134 to the left, agree=0.891, adj=0.008, (0 split)
c2 < 4287.467 to the left, agree=0.891, adj=0.004, (0 split)
c7 < 4192.341 to the right, agree=0.891, adj=0.004, (0 split)
c12 < 4176.446 to the right, agree=0.891, adj=0.004, (0 split)
Node number 228: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 229: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 230: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 231: 123 observations, complexity param=0.0001063603
predicted class=open expected loss=0.008130081 P(node) =0.01175346
class counts: 1 122
probabilities: 0.008 0.992
left son=462 (4 obs) right son=463 (119 obs)
Primary splits:
c5 < 4105.766 to the left, improve=0.48373980, (0 missing)
c3 < 3997.064 to the left, improve=0.38373980, (0 missing)
c6 < 4320.95 to the left, improve=0.26945410, (0 missing)
c16 < 4360.005 to the right, improve=0.09485095, (0 missing)
c9 < 4182.255 to the left, improve=0.07069636, (0 missing)
Node number 232: 27 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1111111 P(node) =0.002580029
class counts: 24 3
probabilities: 0.889 0.111
left son=464 (24 obs) right son=465 (3 obs)
Primary splits:
c1 < 4211.101 to the right, improve=2.083333, (0 missing)
c2 < 4211.317 to the right, improve=1.641026, (0 missing)
c10 < 4584.721 to the right, improve=1.641026, (0 missing)
c13 < 4241.739 to the right, improve=1.641026, (0 missing)
c16 < 4331.763 to the left, improve=1.641026, (0 missing)
Surrogate splits:
c15 < 4541.843 to the right, agree=0.926, adj=0.333, (0 split)
Node number 233: 26 observations, complexity param=0.0009572431
predicted class=open expected loss=0.4230769 P(node) =0.002484472
class counts: 11 15
probabilities: 0.423 0.577
left son=466 (7 obs) right son=467 (19 obs)
Primary splits:
c10 < 4600.934 to the left, improve=3.609601, (0 missing)
c6 < 4327.328 to the left, improve=3.528671, (0 missing)
c13 < 4276.052 to the right, improve=3.146853, (0 missing)
c7 < 4233.421 to the right, improve=2.257525, (0 missing)
c9 < 4216.032 to the right, improve=2.257525, (0 missing)
Surrogate splits:
c7 < 4204.234 to the left, agree=0.846, adj=0.429, (0 split)
c9 < 4178.709 to the left, agree=0.808, adj=0.286, (0 split)
c1 < 4252.428 to the left, agree=0.769, adj=0.143, (0 split)
c6 < 4327.328 to the left, agree=0.769, adj=0.143, (0 split)
c11 < 4162.004 to the left, agree=0.769, adj=0.143, (0 split)
Node number 234: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.125 P(node) =0.0007644529
class counts: 7 1
probabilities: 0.875 0.125
left son=468 (7 obs) right son=469 (1 obs)
Primary splits:
c6 < 4341.885 to the left, improve=1.75, (0 missing)
c11 < 4146.477 to the right, improve=1.75, (0 missing)
c4 < 4613.908 to the right, improve=0.75, (0 missing)
c8 < 4073.233 to the right, improve=0.75, (0 missing)
c9 < 4186.113 to the right, improve=0.75, (0 missing)
Node number 235: 52 observations, complexity param=0.0006381621
predicted class=open expected loss=0.1730769 P(node) =0.004968944
class counts: 9 43
probabilities: 0.173 0.827
left son=470 (3 obs) right son=471 (49 obs)
Primary splits:
c4 < 4597.02 to the left, improve=4.354003, (0 missing)
c5 < 4080.909 to the left, improve=4.354003, (0 missing)
c15 < 4590.029 to the right, improve=2.884615, (0 missing)
c3 < 3943.914 to the left, improve=2.844615, (0 missing)
c9 < 4187.39 to the left, improve=2.646520, (0 missing)
Surrogate splits:
c5 < 4080.909 to the left, agree=0.962, adj=0.333, (0 split)
Node number 236: 65 observations, complexity param=0.001382685
predicted class=closed expected loss=0.4 P(node) =0.00621118
class counts: 39 26
probabilities: 0.600 0.400
left son=472 (38 obs) right son=473 (27 obs)
Primary splits:
c8 < 4063.473 to the right, improve=6.568421, (0 missing)
c3 < 3999.056 to the left, improve=5.754878, (0 missing)
c2 < 4211.626 to the right, improve=5.648276, (0 missing)
c4 < 4609.069 to the right, improve=4.430769, (0 missing)
c13 < 4237.321 to the right, improve=3.524930, (0 missing)
Surrogate splits:
c7 < 4199.493 to the right, agree=0.723, adj=0.333, (0 split)
c2 < 4211.626 to the right, agree=0.692, adj=0.259, (0 split)
c4 < 4607.024 to the right, agree=0.692, adj=0.259, (0 split)
c9 < 4173.12 to the right, agree=0.677, adj=0.222, (0 split)
c3 < 4020.678 to the left, agree=0.662, adj=0.185, (0 split)
Node number 237: 57 observations, complexity param=0.0002127207
predicted class=open expected loss=0.03508772 P(node) =0.005446727
class counts: 2 55
probabilities: 0.035 0.965
left son=474 (1 obs) right son=475 (56 obs)
Primary splits:
c1 < 4256.201 to the right, improve=1.895363, (0 missing)
c3 < 3997.735 to the left, improve=1.895363, (0 missing)
c5 < 4111.27 to the left, improve=1.895363, (0 missing)
c7 < 4210.265 to the right, improve=1.895363, (0 missing)
c11 < 4147.143 to the right, improve=1.895363, (0 missing)
Node number 238: 36 observations, complexity param=0.0009572431
predicted class=open expected loss=0.4722222 P(node) =0.003440038
class counts: 17 19
probabilities: 0.472 0.528
left son=476 (19 obs) right son=477 (17 obs)
Primary splits:
c15 < 4562.619 to the left, improve=5.634847, (0 missing)
c10 < 4608.896 to the left, improve=4.970418, (0 missing)
c11 < 4171.768 to the left, improve=2.777778, (0 missing)
c4 < 4622.429 to the right, improve=2.574986, (0 missing)
c5 < 4150.827 to the right, improve=2.506944, (0 missing)
Surrogate splits:
c10 < 4608.896 to the left, agree=0.806, adj=0.588, (0 split)
c11 < 4185.624 to the left, agree=0.778, adj=0.529, (0 split)
c16 < 4322.576 to the left, agree=0.750, adj=0.471, (0 split)
c4 < 4610.49 to the right, agree=0.722, adj=0.412, (0 split)
c1 < 4270.609 to the left, agree=0.667, adj=0.294, (0 split)
Node number 239: 463 observations, complexity param=0.0008508828
predicted class=open expected loss=0.1101512 P(node) =0.04424271
class counts: 51 412
probabilities: 0.110 0.890
left son=478 (12 obs) right son=479 (451 obs)
Primary splits:
c15 < 4610.018 to the right, improve=7.630802, (0 missing)
c16 < 4323.406 to the right, improve=5.638105, (0 missing)
c10 < 4595.094 to the left, improve=4.236280, (0 missing)
c5 < 4092.005 to the left, improve=3.303040, (0 missing)
c1 < 4272.674 to the right, improve=3.270047, (0 missing)
Surrogate splits:
c11 < 4212.124 to the right, agree=0.978, adj=0.167, (0 split)
Node number 240: 35 observations
predicted class=closed expected loss=0 P(node) =0.003344482
class counts: 35 0
probabilities: 1.000 0.000
Node number 241: 6 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0005733397
class counts: 4 2
probabilities: 0.667 0.333
left son=482 (4 obs) right son=483 (2 obs)
Primary splits:
c2 < 4256.69 to the right, improve=2.666667, (0 missing)
c7 < 4226.346 to the left, improve=2.666667, (0 missing)
c8 < 4111.938 to the right, improve=2.666667, (0 missing)
c13 < 4276.48 to the right, improve=2.666667, (0 missing)
c4 < 4629.953 to the right, improve=1.333333, (0 missing)
Surrogate splits:
c7 < 4226.346 to the left, agree=1.000, adj=1.0, (0 split)
c8 < 4111.938 to the right, agree=1.000, adj=1.0, (0 split)
c13 < 4276.48 to the right, agree=1.000, adj=1.0, (0 split)
c4 < 4629.953 to the right, agree=0.833, adj=0.5, (0 split)
c6 < 4349.531 to the left, agree=0.833, adj=0.5, (0 split)
Node number 242: 18 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2777778 P(node) =0.001720019
class counts: 13 5
probabilities: 0.722 0.278
left son=484 (15 obs) right son=485 (3 obs)
Primary splits:
c6 < 4343.146 to the right, improve=3.755556, (0 missing)
c2 < 4252.819 to the right, improve=2.347222, (0 missing)
c3 < 3986.083 to the right, improve=2.347222, (0 missing)
c5 < 4165.87 to the left, improve=2.347222, (0 missing)
c10 < 4647.635 to the right, improve=2.222222, (0 missing)
Surrogate splits:
c2 < 4252.819 to the right, agree=0.944, adj=0.667, (0 split)
c3 < 3986.083 to the right, agree=0.944, adj=0.667, (0 split)
c5 < 4118.526 to the right, agree=0.944, adj=0.667, (0 split)
Node number 243: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 246: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 247: 15 observations, complexity param=0.0002127207
predicted class=open expected loss=0.06666667 P(node) =0.001433349
class counts: 1 14
probabilities: 0.067 0.933
left son=494 (1 obs) right son=495 (14 obs)
Primary splits:
c1 < 4305.36 to the right, improve=1.866667, (0 missing)
c7 < 4237.534 to the right, improve=1.866667, (0 missing)
c9 < 4224.128 to the right, improve=1.866667, (0 missing)
c15 < 4603.672 to the right, improve=1.866667, (0 missing)
c16 < 4346.523 to the right, improve=1.866667, (0 missing)
Node number 248: 306 observations, complexity param=0.001223144
predicted class=open expected loss=0.4379085 P(node) =0.02924032
class counts: 134 172
probabilities: 0.438 0.562
left son=496 (99 obs) right son=497 (207 obs)
Primary splits:
c8 < 4091.657 to the right, improve=9.300163, (0 missing)
c5 < 4131.078 to the right, improve=9.221302, (0 missing)
c10 < 4625.344 to the left, improve=7.456913, (0 missing)
c15 < 4563.908 to the left, improve=6.532415, (0 missing)
c6 < 4337.995 to the right, improve=6.532317, (0 missing)
Surrogate splits:
c2 < 4247.503 to the left, agree=0.709, adj=0.101, (0 split)
c1 < 4275.276 to the left, agree=0.706, adj=0.091, (0 split)
c4 < 4632.523 to the right, agree=0.690, adj=0.040, (0 split)
c15 < 4563.908 to the left, agree=0.690, adj=0.040, (0 split)
c5 < 4102.901 to the left, agree=0.686, adj=0.030, (0 split)
Node number 249: 82 observations, complexity param=0.0008508828
predicted class=open expected loss=0.1341463 P(node) =0.007835643
class counts: 11 71
probabilities: 0.134 0.866
left son=498 (4 obs) right son=499 (78 obs)
Primary splits:
c15 < 4537.761 to the left, improve=6.305191, (0 missing)
c1 < 4227.449 to the left, improve=4.669034, (0 missing)
c16 < 4278.26 to the left, improve=4.669034, (0 missing)
c13 < 4245.669 to the left, improve=3.189806, (0 missing)
c7 < 4197.676 to the left, improve=1.766080, (0 missing)
Surrogate splits:
c1 < 4227.449 to the left, agree=0.988, adj=0.75, (0 split)
c16 < 4278.26 to the left, agree=0.988, adj=0.75, (0 split)
c13 < 4242.879 to the left, agree=0.976, adj=0.50, (0 split)
Node number 250: 48 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.5 P(node) =0.004586718
class counts: 24 24
probabilities: 0.500 0.500
left son=500 (8 obs) right son=501 (40 obs)
Primary splits:
c6 < 4378.024 to the right, improve=4.800000, (0 missing)
c11 < 4219.481 to the left, improve=4.687500, (0 missing)
c5 < 4111.382 to the right, improve=4.097561, (0 missing)
c10 < 4625.059 to the left, improve=4.097561, (0 missing)
c12 < 4245.901 to the right, improve=3.428571, (0 missing)
Surrogate splits:
c3 < 4040.783 to the right, agree=0.896, adj=0.375, (0 split)
c4 < 4652.285 to the right, agree=0.875, adj=0.250, (0 split)
c5 < 4143.716 to the right, agree=0.875, adj=0.250, (0 split)
c12 < 4252.129 to the right, agree=0.875, adj=0.250, (0 split)
Node number 251: 244 observations, complexity param=0.0005318017
predicted class=open expected loss=0.1188525 P(node) =0.02331581
class counts: 29 215
probabilities: 0.119 0.881
left son=502 (27 obs) right son=503 (217 obs)
Primary splits:
c16 < 4360.912 to the right, improve=3.841154, (0 missing)
c3 < 4006.838 to the left, improve=1.933116, (0 missing)
c7 < 4195.078 to the left, improve=1.823017, (0 missing)
c9 < 4180.001 to the left, improve=1.823017, (0 missing)
c5 < 4121.371 to the left, improve=1.567533, (0 missing)
Surrogate splits:
c2 < 4304.533 to the right, agree=0.898, adj=0.074, (0 split)
c8 < 4079.993 to the left, agree=0.898, adj=0.074, (0 split)
Node number 252: 14 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1428571 P(node) =0.001337793
class counts: 12 2
probabilities: 0.857 0.143
left son=504 (12 obs) right son=505 (2 obs)
Primary splits:
c3 < 4006.764 to the right, improve=3.428571, (0 missing)
c15 < 4587.793 to the left, improve=3.428571, (0 missing)
c9 < 4205.235 to the left, improve=2.095238, (0 missing)
c11 < 4205.064 to the left, improve=2.095238, (0 missing)
c4 < 4639.902 to the left, improve=1.582418, (0 missing)
Surrogate splits:
c15 < 4587.793 to the left, agree=1.000, adj=1.0, (0 split)
c9 < 4205.235 to the left, agree=0.929, adj=0.5, (0 split)
c11 < 4205.064 to the left, agree=0.929, adj=0.5, (0 split)
Node number 253: 183 observations, complexity param=0.001063603
predicted class=open expected loss=0.2240437 P(node) =0.01748686
class counts: 41 142
probabilities: 0.224 0.776
left son=506 (7 obs) right son=507 (176 obs)
Primary splits:
c9 < 4222.067 to the right, improve=5.834584, (0 missing)
c16 < 4339.971 to the right, improve=4.530041, (0 missing)
c7 < 4214.987 to the right, improve=4.183423, (0 missing)
c4 < 4633.633 to the left, improve=3.746836, (0 missing)
c3 < 4042.272 to the left, improve=2.773069, (0 missing)
Surrogate splits:
c7 < 4243.924 to the right, agree=0.978, adj=0.429, (0 split)
Node number 254: 44 observations, complexity param=0.0007445224
predicted class=open expected loss=0.3409091 P(node) =0.004204491
class counts: 15 29
probabilities: 0.341 0.659
left son=508 (17 obs) right son=509 (27 obs)
Primary splits:
c1 < 4305.991 to the right, improve=7.380570, (0 missing)
c16 < 4356.805 to the right, improve=3.389285, (0 missing)
c10 < 4602.012 to the left, improve=2.797118, (0 missing)
c4 < 4629.068 to the left, improve=2.672727, (0 missing)
c9 < 4207.994 to the left, improve=1.961233, (0 missing)
Surrogate splits:
c16 < 4356.805 to the right, agree=0.818, adj=0.529, (0 split)
c11 < 4215.369 to the right, agree=0.795, adj=0.471, (0 split)
c2 < 4289.377 to the right, agree=0.705, adj=0.235, (0 split)
c5 < 4152.966 to the right, agree=0.705, adj=0.235, (0 split)
c10 < 4602.012 to the left, agree=0.682, adj=0.176, (0 split)
Node number 255: 677 observations, complexity param=0.0004963483
predicted class=open expected loss=0.07976366 P(node) =0.06469183
class counts: 54 623
probabilities: 0.080 0.920
left son=510 (84 obs) right son=511 (593 obs)
Primary splits:
c10 < 4628.333 to the right, improve=2.883677, (0 missing)
c8 < 4065.145 to the left, improve=1.904450, (0 missing)
c4 < 4629.331 to the left, improve=1.881565, (0 missing)
c13 < 4249.047 to the left, improve=1.721132, (0 missing)
c5 < 4143.449 to the right, improve=1.385824, (0 missing)
Surrogate splits:
c7 < 4248.625 to the right, agree=0.886, adj=0.083, (0 split)
c9 < 4231.252 to the right, agree=0.882, adj=0.048, (0 split)
c11 < 4226.269 to the right, agree=0.882, adj=0.048, (0 split)
c8 < 4079.804 to the right, agree=0.879, adj=0.024, (0 split)
Node number 256: 259 observations, complexity param=0.0001276324
predicted class=closed expected loss=0.01158301 P(node) =0.02474916
class counts: 256 3
probabilities: 0.988 0.012
left son=512 (227 obs) right son=513 (32 obs)
Primary splits:
c16 < 4380.224 to the right, improve=0.1893125, (0 missing)
c12 < 4248.444 to the left, improve=0.1396344, (0 missing)
c2 < 4285.311 to the left, improve=0.1168684, (0 missing)
c10 < 4604.414 to the right, improve=0.1168684, (0 missing)
c4 < 4619.945 to the left, improve=0.1069725, (0 missing)
Surrogate splits:
c15 < 4604.032 to the right, agree=0.888, adj=0.094, (0 split)
c1 < 4281.686 to the right, agree=0.880, adj=0.031, (0 split)
c11 < 4173.144 to the right, agree=0.880, adj=0.031, (0 split)
Node number 257: 5 observations, complexity param=0.0001276324
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=514 (4 obs) right son=515 (1 obs)
Primary splits:
c4 < 4643.936 to the right, improve=1.6, (0 missing)
c5 < 4123.322 to the left, improve=1.6, (0 missing)
c6 < 4351.158 to the right, improve=1.6, (0 missing)
c7 < 4238.366 to the right, improve=1.6, (0 missing)
c8 < 4085.577 to the right, improve=1.6, (0 missing)
Node number 258: 44 observations, complexity param=0.0001701766
predicted class=closed expected loss=0.04545455 P(node) =0.004204491
class counts: 42 2
probabilities: 0.955 0.045
left son=516 (37 obs) right son=517 (7 obs)
Primary splits:
c5 < 4099.821 to the right, improve=0.9610390, (0 missing)
c11 < 4224.097 to the left, improve=0.9610390, (0 missing)
c10 < 4618.473 to the left, improve=0.6181818, (0 missing)
c4 < 4610.502 to the left, improve=0.5454545, (0 missing)
c12 < 4254.323 to the left, improve=0.5336290, (0 missing)
Surrogate splits:
c3 < 3955.547 to the right, agree=0.909, adj=0.429, (0 split)
c11 < 4224.097 to the left, agree=0.864, adj=0.143, (0 split)
Node number 259: 9 observations, complexity param=0.0001701766
predicted class=closed expected loss=0.4444444 P(node) =0.0008600096
class counts: 5 4
probabilities: 0.556 0.444
left son=518 (4 obs) right son=519 (5 obs)
Primary splits:
c6 < 4342.2 to the right, improve=2.844444, (0 missing)
c9 < 4201.102 to the left, improve=2.844444, (0 missing)
c1 < 4340.403 to the right, improve=1.777778, (0 missing)
c16 < 4405.375 to the right, improve=1.777778, (0 missing)
c5 < 4106.121 to the right, improve=1.587302, (0 missing)
Surrogate splits:
c9 < 4201.102 to the left, agree=1.000, adj=1.00, (0 split)
c1 < 4340.403 to the right, agree=0.889, adj=0.75, (0 split)
c16 < 4391.065 to the right, agree=0.889, adj=0.75, (0 split)
c5 < 4113.816 to the right, agree=0.778, adj=0.50, (0 split)
c7 < 4253.344 to the right, agree=0.778, adj=0.50, (0 split)
Node number 264: 64 observations
predicted class=closed expected loss=0 P(node) =0.006115624
class counts: 64 0
probabilities: 1.000 0.000
Node number 265: 3 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=530 (2 obs) right son=531 (1 obs)
Primary splits:
c1 < 4299.828 to the right, improve=1.333333, (0 missing)
c2 < 4261.585 to the left, improve=1.333333, (0 missing)
c4 < 4613.068 to the left, improve=1.333333, (0 missing)
c5 < 4119.074 to the right, improve=1.333333, (0 missing)
c6 < 4338.611 to the left, improve=1.333333, (0 missing)
Node number 266: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 267: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 268: 8 observations
predicted class=closed expected loss=0 P(node) =0.0007644529
class counts: 8 0
probabilities: 1.000 0.000
Node number 269: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 270: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 271: 13 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1538462 P(node) =0.001242236
class counts: 2 11
probabilities: 0.154 0.846
left son=542 (3 obs) right son=543 (10 obs)
Primary splits:
c16 < 4390.861 to the right, improve=2.051282, (0 missing)
c2 < 4277.316 to the right, improve=1.551282, (0 missing)
c3 < 3959.249 to the left, improve=1.551282, (0 missing)
c4 < 4602.326 to the left, improve=1.551282, (0 missing)
c5 < 4084.593 to the left, improve=1.551282, (0 missing)
Surrogate splits:
c11 < 4231.268 to the right, agree=0.923, adj=0.667, (0 split)
c15 < 4651.3 to the right, agree=0.923, adj=0.667, (0 split)
c5 < 4089.506 to the left, agree=0.846, adj=0.333, (0 split)
Node number 314: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 315: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 316: 10 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.4 P(node) =0.0009555662
class counts: 6 4
probabilities: 0.600 0.400
left son=632 (5 obs) right son=633 (5 obs)
Primary splits:
c12 < 4226.257 to the left, improve=3.200000, (0 missing)
c3 < 3960.379 to the right, improve=3.085714, (0 missing)
c1 < 4290.371 to the right, improve=1.633333, (0 missing)
c16 < 4366.238 to the right, improve=1.633333, (0 missing)
c2 < 4262.669 to the right, improve=1.371429, (0 missing)
Surrogate splits:
c3 < 3970.21 to the right, agree=0.9, adj=0.8, (0 split)
c1 < 4291.782 to the right, agree=0.8, adj=0.6, (0 split)
c4 < 4619.944 to the left, agree=0.8, adj=0.6, (0 split)
c2 < 4266.523 to the right, agree=0.7, adj=0.4, (0 split)
c6 < 4340.342 to the left, agree=0.7, adj=0.4, (0 split)
Node number 317: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 320: 339 observations, complexity param=0.0002481741
predicted class=closed expected loss=0.04129794 P(node) =0.03239369
class counts: 325 14
probabilities: 0.959 0.041
left son=640 (338 obs) right son=641 (1 obs)
Primary splits:
c10 < 4594.281 to the right, improve=1.843658, (0 missing)
c13 < 4334.068 to the left, improve=1.843658, (0 missing)
c5 < 4164.174 to the left, improve=1.347129, (0 missing)
c8 < 4105.224 to the right, improve=1.122260, (0 missing)
c4 < 4641.023 to the left, improve=1.028363, (0 missing)
Node number 321: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 322: 57 observations, complexity param=0.0003722612
predicted class=closed expected loss=0.1403509 P(node) =0.005446727
class counts: 49 8
probabilities: 0.860 0.140
left son=644 (52 obs) right son=645 (5 obs)
Primary splits:
c5 < 4107.864 to the right, improve=2.315924, (0 missing)
c1 < 4315.292 to the right, improve=1.883418, (0 missing)
c15 < 4616.563 to the right, improve=1.754386, (0 missing)
c16 < 4382.207 to the right, improve=1.588133, (0 missing)
c8 < 4097.839 to the left, improve=1.570602, (0 missing)
Surrogate splits:
c4 < 4610.57 to the right, agree=0.93, adj=0.2, (0 split)
c6 < 4327.32 to the right, agree=0.93, adj=0.2, (0 split)
c11 < 4190.836 to the right, agree=0.93, adj=0.2, (0 split)
Node number 323: 29 observations, complexity param=0.0007799759
predicted class=open expected loss=0.4482759 P(node) =0.002771142
class counts: 13 16
probabilities: 0.448 0.552
left son=646 (8 obs) right son=647 (21 obs)
Primary splits:
c15 < 4638.107 to the right, improve=6.725780, (0 missing)
c16 < 4392.423 to the right, improve=4.605697, (0 missing)
c9 < 4221.826 to the right, improve=4.023399, (0 missing)
c5 < 4140.037 to the right, improve=3.727181, (0 missing)
c11 < 4222.363 to the right, improve=2.963875, (0 missing)
Surrogate splits:
c9 < 4221.826 to the right, agree=0.931, adj=0.750, (0 split)
c7 < 4255.783 to the right, agree=0.862, adj=0.500, (0 split)
c6 < 4382.292 to the right, agree=0.828, adj=0.375, (0 split)
c12 < 4241.39 to the right, agree=0.828, adj=0.375, (0 split)
c13 < 4301.218 to the right, agree=0.828, adj=0.375, (0 split)
Node number 324: 107 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.02803738 P(node) =0.01022456
class counts: 104 3
probabilities: 0.972 0.028
left son=648 (106 obs) right son=649 (1 obs)
Primary splits:
c2 < 4312.396 to the right, improve=1.9072470, (0 missing)
c8 < 4109.292 to the right, improve=1.9072470, (0 missing)
c1 < 4357.227 to the right, improve=1.3317760, (0 missing)
c5 < 4164.471 to the right, improve=0.9079662, (0 missing)
c16 < 4419.382 to the right, improve=0.3772302, (0 missing)
Node number 325: 63 observations, complexity param=0.001595405
predicted class=closed expected loss=0.3492063 P(node) =0.006020067
class counts: 41 22
probabilities: 0.651 0.349
left son=650 (36 obs) right son=651 (27 obs)
Primary splits:
c1 < 4379.953 to the right, improve=17.357140, (0 missing)
c16 < 4439.321 to the right, improve= 9.455433, (0 missing)
c5 < 4193.504 to the right, improve= 7.682540, (0 missing)
c6 < 4396.049 to the right, improve= 7.212279, (0 missing)
c8 < 4126.445 to the right, improve= 6.890240, (0 missing)
Surrogate splits:
c5 < 4183.865 to the right, agree=0.762, adj=0.444, (0 split)
c8 < 4126.445 to the right, agree=0.762, adj=0.444, (0 split)
c2 < 4333.366 to the right, agree=0.746, adj=0.407, (0 split)
c6 < 4397.07 to the right, agree=0.746, adj=0.407, (0 split)
c16 < 4439.321 to the right, agree=0.714, adj=0.333, (0 split)
Node number 326: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 327: 58 observations
predicted class=open expected loss=0 P(node) =0.005542284
class counts: 0 58
probabilities: 0.000 1.000
Node number 352: 375 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.224 P(node) =0.03583373
class counts: 291 84
probabilities: 0.776 0.224
left son=704 (120 obs) right son=705 (255 obs)
Primary splits:
c11 < 4199.087 to the left, improve=4.721922, (0 missing)
c8 < 4072.915 to the left, improve=4.383756, (0 missing)
c15 < 4668.382 to the left, improve=4.156982, (0 missing)
c6 < 4322.613 to the left, improve=3.901578, (0 missing)
c2 < 4264.885 to the right, improve=3.600353, (0 missing)
Surrogate splits:
c7 < 4220.861 to the left, agree=0.728, adj=0.150, (0 split)
c9 < 4185.589 to the left, agree=0.728, adj=0.150, (0 split)
c13 < 4274.384 to the left, agree=0.717, adj=0.117, (0 split)
c6 < 4321.659 to the left, agree=0.704, adj=0.075, (0 split)
c10 < 4589.896 to the left, agree=0.704, adj=0.075, (0 split)
Node number 353: 181 observations, complexity param=0.001382685
predicted class=closed expected loss=0.4033149 P(node) =0.01729575
class counts: 108 73
probabilities: 0.597 0.403
left son=706 (136 obs) right son=707 (45 obs)
Primary splits:
c7 < 4237.07 to the left, improve=6.964388, (0 missing)
c9 < 4199.393 to the left, improve=6.049927, (0 missing)
c4 < 4610.532 to the left, improve=4.156169, (0 missing)
c1 < 4302.643 to the left, improve=3.661477, (0 missing)
c2 < 4280.577 to the left, improve=3.331227, (0 missing)
Surrogate splits:
c10 < 4627.812 to the left, agree=0.768, adj=0.067, (0 split)
c12 < 4199.023 to the right, agree=0.768, adj=0.067, (0 split)
c9 < 4212.606 to the left, agree=0.762, adj=0.044, (0 split)
c15 < 4614.37 to the left, agree=0.762, adj=0.044, (0 split)
c1 < 4302.643 to the left, agree=0.757, adj=0.022, (0 split)
Node number 354: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 355: 25 observations, complexity param=0.0004254414
predicted class=open expected loss=0.08 P(node) =0.002388915
class counts: 2 23
probabilities: 0.080 0.920
left son=710 (2 obs) right son=711 (23 obs)
Primary splits:
c5 < 4110.263 to the left, improve=3.680000, (0 missing)
c1 < 4401.343 to the right, improve=1.763333, (0 missing)
c4 < 4568.783 to the left, improve=1.763333, (0 missing)
c6 < 4321.213 to the left, improve=1.763333, (0 missing)
c11 < 4266.028 to the right, improve=1.763333, (0 missing)
Node number 356: 42 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1190476 P(node) =0.004013378
class counts: 37 5
probabilities: 0.881 0.119
left son=712 (36 obs) right son=713 (6 obs)
Primary splits:
c8 < 4080.574 to the left, improve=4.1984130, (0 missing)
c1 < 4295.995 to the right, improve=1.5900120, (0 missing)
c15 < 4600.866 to the right, improve=1.5900120, (0 missing)
c16 < 4492.167 to the left, improve=1.5900120, (0 missing)
c7 < 4251.753 to the right, improve=0.9834369, (0 missing)
Surrogate splits:
c4 < 4616.338 to the left, agree=0.881, adj=0.167, (0 split)
Node number 357: 11 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09090909 P(node) =0.001051123
class counts: 1 10
probabilities: 0.091 0.909
left son=714 (1 obs) right son=715 (10 obs)
Primary splits:
c1 < 4398.586 to the left, improve=1.818182, (0 missing)
c4 < 4609.332 to the right, improve=1.818182, (0 missing)
c5 < 4126.338 to the left, improve=1.818182, (0 missing)
c9 < 4225.087 to the right, improve=1.818182, (0 missing)
c10 < 4624.309 to the right, improve=1.818182, (0 missing)
Node number 358: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 359: 201 observations, complexity param=0.001169964
predicted class=open expected loss=0.318408 P(node) =0.01920688
class counts: 64 137
probabilities: 0.318 0.682
left son=718 (55 obs) right son=719 (146 obs)
Primary splits:
c6 < 4343.153 to the right, improve=6.606421, (0 missing)
c8 < 4065.11 to the left, improve=5.541582, (0 missing)
c4 < 4612.196 to the right, improve=5.029823, (0 missing)
c15 < 4678.558 to the left, improve=3.926243, (0 missing)
c13 < 4266.571 to the left, improve=3.792004, (0 missing)
Surrogate splits:
c4 < 4616.621 to the right, agree=0.761, adj=0.127, (0 split)
c16 < 4367.65 to the left, agree=0.751, adj=0.091, (0 split)
c9 < 4212.51 to the right, agree=0.746, adj=0.073, (0 split)
c8 < 4039.542 to the left, agree=0.736, adj=0.036, (0 split)
c10 < 4628.164 to the right, agree=0.736, adj=0.036, (0 split)
Node number 360: 83 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.06024096 P(node) =0.007931199
class counts: 78 5
probabilities: 0.940 0.060
left son=720 (81 obs) right son=721 (2 obs)
Primary splits:
c4 < 4644.976 to the left, improve=3.6198130, (0 missing)
c6 < 4365.862 to the left, improve=1.2283600, (0 missing)
c8 < 4078.003 to the right, improve=0.7992467, (0 missing)
c15 < 4745.405 to the left, improve=0.7926521, (0 missing)
c11 < 4233.996 to the left, improve=0.7864793, (0 missing)
Node number 361: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 362: 45 observations, complexity param=0.0009217897
predicted class=closed expected loss=0.4444444 P(node) =0.004300048
class counts: 25 20
probabilities: 0.556 0.444
left son=724 (35 obs) right son=725 (10 obs)
Primary splits:
c10 < 4626.702 to the left, improve=3.250794, (0 missing)
c6 < 4335.536 to the right, improve=2.710027, (0 missing)
c11 < 4218.776 to the right, improve=2.500000, (0 missing)
c12 < 4219.972 to the left, improve=2.153098, (0 missing)
c8 < 4068.312 to the right, improve=1.816817, (0 missing)
Surrogate splits:
c9 < 4221.759 to the left, agree=0.844, adj=0.3, (0 split)
c11 < 4258.399 to the left, agree=0.844, adj=0.3, (0 split)
c15 < 4717.934 to the left, agree=0.844, adj=0.3, (0 split)
c16 < 4493.39 to the left, agree=0.844, adj=0.3, (0 split)
c3 < 4027.41 to the right, agree=0.822, adj=0.2, (0 split)
Node number 363: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 364: 707 observations, complexity param=0.003332624
predicted class=open expected loss=0.4625177 P(node) =0.06755853
class counts: 327 380
probabilities: 0.463 0.537
left son=728 (407 obs) right son=729 (300 obs)
Primary splits:
c5 < 4123.209 to the right, improve=17.393860, (0 missing)
c1 < 4309.595 to the right, improve=12.178420, (0 missing)
c11 < 4172.345 to the right, improve=11.088220, (0 missing)
c4 < 4627.111 to the left, improve= 8.697358, (0 missing)
c3 < 4003.208 to the right, improve= 7.842891, (0 missing)
Surrogate splits:
c3 < 4004.194 to the right, agree=0.669, adj=0.220, (0 split)
c2 < 4267.845 to the right, agree=0.656, adj=0.190, (0 split)
c1 < 4303.489 to the right, agree=0.645, adj=0.163, (0 split)
c6 < 4343.41 to the right, agree=0.632, adj=0.133, (0 split)
c15 < 4609.015 to the right, agree=0.618, adj=0.100, (0 split)
Node number 365: 166 observations, complexity param=0.001063603
predicted class=open expected loss=0.1927711 P(node) =0.0158624
class counts: 32 134
probabilities: 0.193 0.807
left son=730 (81 obs) right son=731 (85 obs)
Primary splits:
c11 < 4224.879 to the left, improve=5.201067, (0 missing)
c4 < 4638.948 to the left, improve=4.126050, (0 missing)
c1 < 4347.387 to the right, improve=3.981669, (0 missing)
c15 < 4640.567 to the right, improve=3.811299, (0 missing)
c5 < 4123.791 to the right, improve=2.847791, (0 missing)
Surrogate splits:
c4 < 4633.316 to the left, agree=0.735, adj=0.457, (0 split)
c13 < 4302.006 to the left, agree=0.705, adj=0.395, (0 split)
c7 < 4242.736 to the left, agree=0.699, adj=0.383, (0 split)
c6 < 4357.503 to the left, agree=0.681, adj=0.346, (0 split)
c9 < 4213.992 to the left, agree=0.681, adj=0.346, (0 split)
Node number 366: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 367: 252 observations, complexity param=0.0008508828
predicted class=open expected loss=0.1825397 P(node) =0.02408027
class counts: 46 206
probabilities: 0.183 0.817
left son=734 (4 obs) right son=735 (248 obs)
Primary splits:
c13 < 4257.63 to the left, improve=5.432156, (0 missing)
c4 < 4622.481 to the left, improve=5.233896, (0 missing)
c2 < 4253.971 to the right, improve=4.702711, (0 missing)
c8 < 4069.925 to the left, improve=4.176970, (0 missing)
c10 < 4614.362 to the right, improve=4.118319, (0 missing)
Node number 368: 29 observations
predicted class=closed expected loss=0 P(node) =0.002771142
class counts: 29 0
probabilities: 1.000 0.000
Node number 369: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 376: 25 observations, complexity param=0.000319081
predicted class=closed expected loss=0.12 P(node) =0.002388915
class counts: 22 3
probabilities: 0.880 0.120
left son=752 (19 obs) right son=753 (6 obs)
Primary splits:
c5 < 4172.852 to the left, improve=2.280000, (0 missing)
c6 < 4338.422 to the right, improve=2.037576, (0 missing)
c3 < 4112.293 to the right, improve=1.851429, (0 missing)
c2 < 4282.731 to the right, improve=1.613333, (0 missing)
c8 < 4079.72 to the left, improve=1.613333, (0 missing)
Surrogate splits:
c6 < 4338.422 to the right, agree=0.88, adj=0.500, (0 split)
c7 < 4204.48 to the right, agree=0.84, adj=0.333, (0 split)
c8 < 4069.807 to the left, agree=0.84, adj=0.333, (0 split)
c15 < 4617.059 to the right, agree=0.84, adj=0.333, (0 split)
c4 < 4612.811 to the left, agree=0.80, adj=0.167, (0 split)
Node number 377: 15 observations
predicted class=open expected loss=0 P(node) =0.001433349
class counts: 0 15
probabilities: 0.000 1.000
Node number 378: 11 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.4545455 P(node) =0.001051123
class counts: 6 5
probabilities: 0.545 0.455
left son=756 (7 obs) right son=757 (4 obs)
Primary splits:
c5 < 4137.83 to the right, improve=3.740260, (0 missing)
c9 < 4186.919 to the left, improve=3.740260, (0 missing)
c2 < 4275.967 to the right, improve=2.597403, (0 missing)
c1 < 4320.856 to the right, improve=2.454545, (0 missing)
c4 < 4626.619 to the left, improve=2.454545, (0 missing)
Surrogate splits:
c9 < 4186.919 to the left, agree=1.000, adj=1.00, (0 split)
c1 < 4320.856 to the right, agree=0.909, adj=0.75, (0 split)
c4 < 4626.619 to the left, agree=0.909, adj=0.75, (0 split)
c6 < 4353.208 to the left, agree=0.909, adj=0.75, (0 split)
c7 < 4221.13 to the left, agree=0.909, adj=0.75, (0 split)
Node number 379: 84 observations, complexity param=0.0004254414
predicted class=open expected loss=0.0952381 P(node) =0.008026756
class counts: 8 76
probabilities: 0.095 0.905
left son=758 (4 obs) right son=759 (80 obs)
Primary splits:
c2 < 4317.983 to the right, improve=3.601190, (0 missing)
c5 < 4168.456 to the right, improve=2.279904, (0 missing)
c3 < 4064.829 to the left, improve=2.031746, (0 missing)
c8 < 4084.628 to the right, improve=2.031746, (0 missing)
c9 < 4157.723 to the left, improve=1.656913, (0 missing)
Node number 382: 58 observations, complexity param=0.0002836276
predicted class=open expected loss=0.137931 P(node) =0.005542284
class counts: 8 50
probabilities: 0.138 0.862
left son=764 (3 obs) right son=765 (55 obs)
Primary splits:
c11 < 4229.643 to the right, improve=4.702194, (0 missing)
c16 < 4452.382 to the right, improve=3.219029, (0 missing)
c2 < 4294.009 to the right, improve=3.168103, (0 missing)
c5 < 4153.147 to the right, improve=3.126437, (0 missing)
c13 < 4319.746 to the right, improve=3.078818, (0 missing)
Surrogate splits:
c13 < 4319.746 to the right, agree=0.983, adj=0.667, (0 split)
c16 < 4452.382 to the right, agree=0.983, adj=0.667, (0 split)
c4 < 4599.373 to the left, agree=0.966, adj=0.333, (0 split)
Node number 383: 137 observations, complexity param=0.0001418138
predicted class=open expected loss=0.02919708 P(node) =0.01309126
class counts: 4 133
probabilities: 0.029 0.971
left son=766 (9 obs) right son=767 (128 obs)
Primary splits:
c3 < 4063.639 to the left, improve=0.7178122, (0 missing)
c7 < 4272.601 to the right, improve=0.5674184, (0 missing)
c9 < 4210.97 to the right, improve=0.4463241, (0 missing)
c10 < 4606.697 to the left, improve=0.3482415, (0 missing)
c5 < 4161.9 to the left, improve=0.2743599, (0 missing)
Surrogate splits:
c5 < 4135.412 to the left, agree=0.956, adj=0.333, (0 split)
c1 < 4337.518 to the left, agree=0.942, adj=0.111, (0 split)
c16 < 4395.454 to the left, agree=0.942, adj=0.111, (0 split)
Node number 384: 228 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.04385965 P(node) =0.02178691
class counts: 218 10
probabilities: 0.956 0.044
left son=768 (218 obs) right son=769 (10 obs)
Primary splits:
c12 < 4205.462 to the right, improve=1.3723480, (0 missing)
c7 < 4232.3 to the left, improve=0.8511272, (0 missing)
c8 < 4054.433 to the left, improve=0.8396212, (0 missing)
c16 < 4323.836 to the right, improve=0.8396212, (0 missing)
c6 < 4319.252 to the right, improve=0.5390750, (0 missing)
Node number 385: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 386: 59 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.03389831 P(node) =0.00563784
class counts: 57 2
probabilities: 0.966 0.034
left son=772 (52 obs) right son=773 (7 obs)
Primary splits:
c13 < 4270.544 to the left, improve=1.0072640, (0 missing)
c4 < 4606.859 to the left, improve=0.6644068, (0 missing)
c2 < 4264.869 to the left, improve=0.4007704, (0 missing)
c12 < 4259.839 to the left, improve=0.4007704, (0 missing)
c5 < 4118.17 to the left, improve=0.3644068, (0 missing)
Surrogate splits:
c3 < 4013.329 to the left, agree=0.915, adj=0.286, (0 split)
Node number 387: 92 observations, complexity param=0.0003722612
predicted class=closed expected loss=0.2934783 P(node) =0.008791209
class counts: 65 27
probabilities: 0.707 0.293
left son=774 (85 obs) right son=775 (7 obs)
Primary splits:
c16 < 4343.688 to the right, improve=4.814359, (0 missing)
c3 < 3994.878 to the right, improve=3.467559, (0 missing)
c7 < 4215.396 to the left, improve=3.399260, (0 missing)
c11 < 4196.57 to the right, improve=2.563201, (0 missing)
c10 < 4589.969 to the left, improve=2.377174, (0 missing)
Node number 392: 50 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.04 P(node) =0.004777831
class counts: 48 2
probabilities: 0.960 0.040
left son=784 (40 obs) right son=785 (10 obs)
Primary splits:
c1 < 4291.952 to the left, improve=0.6400000, (0 missing)
c7 < 4233.086 to the left, improve=0.5672727, (0 missing)
c3 < 4007.28 to the right, improve=0.4114286, (0 missing)
c10 < 4614.185 to the left, improve=0.3834783, (0 missing)
c9 < 4196.344 to the left, improve=0.2610526, (0 missing)
Surrogate splits:
c16 < 4359.103 to the left, agree=0.86, adj=0.3, (0 split)
c15 < 4610.883 to the right, agree=0.84, adj=0.2, (0 split)
c4 < 4608.843 to the right, agree=0.82, adj=0.1, (0 split)
c8 < 4052.608 to the left, agree=0.82, adj=0.1, (0 split)
c13 < 4288.822 to the left, agree=0.82, adj=0.1, (0 split)
Node number 393: 70 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2571429 P(node) =0.006688963
class counts: 52 18
probabilities: 0.743 0.257
left son=786 (34 obs) right son=787 (36 obs)
Primary splits:
c1 < 4292.149 to the right, improve=3.772269, (0 missing)
c5 < 4125.842 to the left, improve=2.446561, (0 missing)
c6 < 4351.29 to the left, improve=2.272269, (0 missing)
c2 < 4254.8 to the right, improve=2.169668, (0 missing)
c13 < 4268.823 to the right, improve=1.700122, (0 missing)
Surrogate splits:
c2 < 4257.279 to the right, agree=0.671, adj=0.324, (0 split)
c8 < 4048.802 to the left, agree=0.671, adj=0.324, (0 split)
c7 < 4222.73 to the right, agree=0.643, adj=0.265, (0 split)
c4 < 4610.558 to the right, agree=0.629, adj=0.235, (0 split)
c11 < 4204.144 to the right, agree=0.629, adj=0.235, (0 split)
Node number 394: 54 observations, complexity param=0.0007799759
predicted class=closed expected loss=0.2407407 P(node) =0.005160057
class counts: 41 13
probabilities: 0.759 0.241
left son=788 (47 obs) right son=789 (7 obs)
Primary splits:
c8 < 4044.056 to the right, improve=6.111561, (0 missing)
c15 < 4583.217 to the left, improve=2.074575, (0 missing)
c13 < 4267.841 to the right, improve=2.074074, (0 missing)
c2 < 4258.963 to the right, improve=1.666877, (0 missing)
c3 < 3970.939 to the right, improve=1.649832, (0 missing)
Node number 395: 30 observations, complexity param=0.0007799759
predicted class=open expected loss=0.3666667 P(node) =0.002866699
class counts: 11 19
probabilities: 0.367 0.633
left son=790 (10 obs) right son=791 (20 obs)
Primary splits:
c1 < 4277.592 to the left, improve=3.333333, (0 missing)
c8 < 4046.967 to the left, improve=3.266667, (0 missing)
c5 < 4106.925 to the left, improve=3.206061, (0 missing)
c2 < 4254.753 to the left, improve=2.838311, (0 missing)
c9 < 4182.251 to the left, improve=2.674074, (0 missing)
Surrogate splits:
c16 < 4350.067 to the left, agree=0.900, adj=0.7, (0 split)
c2 < 4253.195 to the left, agree=0.867, adj=0.6, (0 split)
c5 < 4104.201 to the left, agree=0.833, adj=0.5, (0 split)
c3 < 3980.322 to the left, agree=0.800, adj=0.4, (0 split)
c12 < 4210.409 to the left, agree=0.767, adj=0.3, (0 split)
Node number 400: 70 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.04285714 P(node) =0.006688963
class counts: 67 3
probabilities: 0.957 0.043
left son=800 (69 obs) right son=801 (1 obs)
Primary splits:
c6 < 4321.895 to the right, improve=1.8587990, (0 missing)
c7 < 4218.618 to the right, improve=1.0285710, (0 missing)
c3 < 3999.487 to the right, improve=0.8605042, (0 missing)
c11 < 4213.962 to the left, improve=0.8605042, (0 missing)
c2 < 4281.698 to the left, improve=0.5289268, (0 missing)
Node number 401: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 402: 107 observations, complexity param=0.0005672552
predicted class=closed expected loss=0.2616822 P(node) =0.01022456
class counts: 79 28
probabilities: 0.738 0.262
left son=804 (101 obs) right son=805 (6 obs)
Primary splits:
c2 < 4276.499 to the left, improve=4.154375, (0 missing)
c13 < 4282.715 to the left, improve=4.123572, (0 missing)
c15 < 4619.655 to the right, improve=2.389273, (0 missing)
c6 < 4324.212 to the right, improve=2.221985, (0 missing)
c5 < 4135.938 to the right, improve=2.026645, (0 missing)
Surrogate splits:
c16 < 4362.422 to the left, agree=0.963, adj=0.333, (0 split)
c3 < 4044.269 to the left, agree=0.953, adj=0.167, (0 split)
Node number 403: 24 observations, complexity param=0.0005672552
predicted class=open expected loss=0.4166667 P(node) =0.002293359
class counts: 10 14
probabilities: 0.417 0.583
left son=806 (17 obs) right son=807 (7 obs)
Primary splits:
c16 < 4355.883 to the right, improve=3.431373, (0 missing)
c6 < 4346.724 to the left, improve=2.777778, (0 missing)
c7 < 4237.138 to the right, improve=2.777778, (0 missing)
c15 < 4608.451 to the right, improve=1.960373, (0 missing)
c13 < 4284.765 to the right, improve=1.856140, (0 missing)
Surrogate splits:
c2 < 4260.781 to the right, agree=0.875, adj=0.571, (0 split)
c3 < 4003.419 to the right, agree=0.792, adj=0.286, (0 split)
c6 < 4330.356 to the right, agree=0.792, adj=0.286, (0 split)
c7 < 4224.402 to the right, agree=0.750, adj=0.143, (0 split)
c8 < 4054.074 to the left, agree=0.750, adj=0.143, (0 split)
Node number 410: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.0006688963
class counts: 6 1
probabilities: 0.857 0.143
left son=820 (6 obs) right son=821 (1 obs)
Primary splits:
c1 < 4270.914 to the right, improve=1.7142860, (0 missing)
c12 < 4268.086 to the left, improve=1.7142860, (0 missing)
c13 < 4267.864 to the right, improve=1.7142860, (0 missing)
c16 < 4342.052 to the right, improve=1.7142860, (0 missing)
c2 < 4245.1 to the right, improve=0.7142857, (0 missing)
Node number 411: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 412: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 413: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 414: 32 observations, complexity param=0.001063603
predicted class=closed expected loss=0.46875 P(node) =0.003057812
class counts: 17 15
probabilities: 0.531 0.469
left son=828 (16 obs) right son=829 (16 obs)
Primary splits:
c6 < 4329.722 to the left, improve=5.062500, (0 missing)
c15 < 4600.657 to the right, improve=4.687500, (0 missing)
c5 < 4108.546 to the right, improve=3.192045, (0 missing)
c3 < 3986.55 to the right, improve=2.760011, (0 missing)
c1 < 4286.483 to the right, improve=2.604167, (0 missing)
Surrogate splits:
c9 < 4193.664 to the left, agree=0.750, adj=0.500, (0 split)
c8 < 4049.299 to the left, agree=0.719, adj=0.438, (0 split)
c15 < 4591.93 to the right, agree=0.719, adj=0.438, (0 split)
c4 < 4622.727 to the left, agree=0.688, adj=0.375, (0 split)
c11 < 4186.115 to the right, agree=0.688, adj=0.375, (0 split)
Node number 415: 142 observations, complexity param=0.000319081
predicted class=open expected loss=0.1971831 P(node) =0.01356904
class counts: 28 114
probabilities: 0.197 0.803
left son=830 (59 obs) right son=831 (83 obs)
Primary splits:
c16 < 4350.406 to the right, improve=3.146842, (0 missing)
c4 < 4625.441 to the left, improve=3.083873, (0 missing)
c1 < 4288.608 to the right, improve=2.511113, (0 missing)
c10 < 4606.615 to the right, improve=1.545146, (0 missing)
c13 < 4277.605 to the right, improve=1.505366, (0 missing)
Surrogate splits:
c7 < 4235.29 to the right, agree=0.704, adj=0.288, (0 split)
c11 < 4207.525 to the right, agree=0.662, adj=0.186, (0 split)
c1 < 4293.431 to the right, agree=0.648, adj=0.153, (0 split)
c15 < 4610.346 to the right, agree=0.648, adj=0.153, (0 split)
c10 < 4621.8 to the right, agree=0.641, adj=0.136, (0 split)
Node number 416: 80 observations
predicted class=closed expected loss=0 P(node) =0.007644529
class counts: 80 0
probabilities: 1.000 0.000
Node number 417: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 418: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 419: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 432: 56 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.1428571 P(node) =0.005351171
class counts: 48 8
probabilities: 0.857 0.143
left son=864 (46 obs) right son=865 (10 obs)
Primary splits:
c11 < 4193.49 to the left, improve=3.105590, (0 missing)
c16 < 4352.642 to the left, improve=1.979044, (0 missing)
c3 < 3994.282 to the right, improve=1.860119, (0 missing)
c8 < 4031.435 to the right, improve=1.739443, (0 missing)
c2 < 4261.245 to the left, improve=1.714286, (0 missing)
Surrogate splits:
c7 < 4231.168 to the left, agree=0.857, adj=0.2, (0 split)
c10 < 4613.175 to the left, agree=0.857, adj=0.2, (0 split)
c4 < 4613.51 to the left, agree=0.839, adj=0.1, (0 split)
c9 < 4201.778 to the left, agree=0.839, adj=0.1, (0 split)
c16 < 4356.017 to the left, agree=0.839, adj=0.1, (0 split)
Node number 433: 9 observations, complexity param=0.0006381621
predicted class=open expected loss=0.3333333 P(node) =0.0008600096
class counts: 3 6
probabilities: 0.333 0.667
left son=866 (3 obs) right son=867 (6 obs)
Primary splits:
c5 < 4118.042 to the right, improve=4.000000, (0 missing)
c7 < 4215.858 to the left, improve=4.000000, (0 missing)
c8 < 4046.593 to the right, improve=2.500000, (0 missing)
c4 < 4620.514 to the right, improve=2.285714, (0 missing)
c3 < 3997.918 to the right, improve=1.600000, (0 missing)
Surrogate splits:
c7 < 4215.858 to the left, agree=1.000, adj=1.000, (0 split)
c4 < 4620.514 to the right, agree=0.889, adj=0.667, (0 split)
c8 < 4046.593 to the right, agree=0.889, adj=0.667, (0 split)
c1 < 4278.508 to the right, agree=0.778, adj=0.333, (0 split)
c3 < 3997.918 to the right, agree=0.778, adj=0.333, (0 split)
Node number 434: 111 observations, complexity param=0.001914486
predicted class=closed expected loss=0.4684685 P(node) =0.01060678
class counts: 59 52
probabilities: 0.532 0.468
left son=868 (94 obs) right son=869 (17 obs)
Primary splits:
c7 < 4231.346 to the left, improve=5.061507, (0 missing)
c1 < 4273.627 to the right, improve=4.460232, (0 missing)
c2 < 4269.509 to the left, improve=4.221587, (0 missing)
c3 < 3996.899 to the right, improve=3.578269, (0 missing)
c4 < 4604.238 to the right, improve=2.803089, (0 missing)
Surrogate splits:
c9 < 4203.307 to the left, agree=0.883, adj=0.235, (0 split)
c13 < 4263.956 to the left, agree=0.865, adj=0.118, (0 split)
c15 < 4604.558 to the left, agree=0.865, adj=0.118, (0 split)
c10 < 4622.003 to the left, agree=0.856, adj=0.059, (0 split)
c11 < 4206.667 to the left, agree=0.856, adj=0.059, (0 split)
Node number 435: 70 observations, complexity param=0.001063603
predicted class=open expected loss=0.2714286 P(node) =0.006688963
class counts: 19 51
probabilities: 0.271 0.729
left son=870 (7 obs) right son=871 (63 obs)
Primary splits:
c5 < 4095.533 to the left, improve=5.336508, (0 missing)
c4 < 4600.661 to the left, improve=2.817898, (0 missing)
c12 < 4309.609 to the right, improve=2.185714, (0 missing)
c7 < 4200.385 to the left, improve=2.050298, (0 missing)
c16 < 4323.953 to the right, improve=1.521780, (0 missing)
Surrogate splits:
c3 < 3988.541 to the left, agree=0.929, adj=0.286, (0 split)
Node number 436: 13 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1538462 P(node) =0.001242236
class counts: 11 2
probabilities: 0.846 0.154
left son=872 (12 obs) right son=873 (1 obs)
Primary splits:
c3 < 3934.699 to the right, improve=1.551282, (0 missing)
c4 < 4623.479 to the left, improve=1.551282, (0 missing)
c5 < 4118.004 to the left, improve=1.551282, (0 missing)
c10 < 4611.386 to the right, improve=1.551282, (0 missing)
c11 < 4169.43 to the right, improve=1.551282, (0 missing)
Node number 437: 83 observations, complexity param=0.0009572431
predicted class=open expected loss=0.2891566 P(node) =0.007931199
class counts: 24 59
probabilities: 0.289 0.711
left son=874 (5 obs) right son=875 (78 obs)
Primary splits:
c7 < 4195.497 to the left, improve=5.376892, (0 missing)
c4 < 4616.112 to the left, improve=3.840772, (0 missing)
c9 < 4166.106 to the left, improve=3.145482, (0 missing)
c6 < 4330.183 to the left, improve=3.074505, (0 missing)
c11 < 4191.605 to the left, improve=3.014133, (0 missing)
Surrogate splits:
c9 < 4166.106 to the left, agree=0.976, adj=0.6, (0 split)
c10 < 4581.066 to the left, agree=0.964, adj=0.4, (0 split)
c11 < 4166.036 to the left, agree=0.952, adj=0.2, (0 split)
Node number 438: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 439: 124 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08064516 P(node) =0.01184902
class counts: 10 114
probabilities: 0.081 0.919
left son=878 (1 obs) right son=879 (123 obs)
Primary splits:
c12 < 4283.074 to the right, improve=1.704170, (0 missing)
c10 < 4608.486 to the right, improve=1.590965, (0 missing)
c8 < 4053.692 to the right, improve=1.453763, (0 missing)
c6 < 4333.819 to the right, improve=1.242642, (0 missing)
c13 < 4258.551 to the right, improve=1.214397, (0 missing)
Node number 446: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=892 (1 obs) right son=893 (1 obs)
Primary splits:
c1 < 4249.123 to the right, improve=1, (0 missing)
c2 < 4230.514 to the left, improve=1, (0 missing)
c3 < 4015.44 to the left, improve=1, (0 missing)
c4 < 4609.915 to the right, improve=1, (0 missing)
c5 < 4117.282 to the left, improve=1, (0 missing)
Node number 447: 105 observations, complexity param=0.0001063603
predicted class=open expected loss=0.00952381 P(node) =0.01003344
class counts: 1 104
probabilities: 0.010 0.990
left son=894 (12 obs) right son=895 (93 obs)
Primary splits:
c3 < 4000.929 to the left, improve=0.14761900, (0 missing)
c5 < 4144.831 to the right, improve=0.14761900, (0 missing)
c8 < 4052.94 to the right, improve=0.13479850, (0 missing)
c10 < 4586.603 to the left, improve=0.11428570, (0 missing)
c12 < 4213.805 to the left, improve=0.09206349, (0 missing)
Surrogate splits:
c15 < 4575.208 to the right, agree=0.914, adj=0.250, (0 split)
c16 < 4310.128 to the right, agree=0.905, adj=0.167, (0 split)
c9 < 4193.674 to the right, agree=0.895, adj=0.083, (0 split)
Node number 448: 51 observations
predicted class=closed expected loss=0 P(node) =0.004873387
class counts: 51 0
probabilities: 1.000 0.000
Node number 449: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 450: 34 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.1764706 P(node) =0.003248925
class counts: 28 6
probabilities: 0.824 0.176
left son=900 (30 obs) right son=901 (4 obs)
Primary splits:
c4 < 4613.147 to the right, improve=6.149020, (0 missing)
c6 < 4355.765 to the left, improve=2.882353, (0 missing)
c10 < 4629.569 to the left, improve=2.882353, (0 missing)
c16 < 4361.842 to the left, improve=1.581278, (0 missing)
c1 < 4272.811 to the right, improve=1.397504, (0 missing)
Surrogate splits:
c16 < 4361.842 to the left, agree=0.912, adj=0.25, (0 split)
Node number 451: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1 P(node) =0.0009555662
class counts: 1 9
probabilities: 0.100 0.900
left son=902 (1 obs) right son=903 (9 obs)
Primary splits:
c3 < 4029.945 to the right, improve=1.8, (0 missing)
c4 < 4623.06 to the right, improve=1.8, (0 missing)
c9 < 4214.792 to the right, improve=1.8, (0 missing)
c10 < 4622.09 to the right, improve=1.8, (0 missing)
c13 < 4279.484 to the right, improve=1.8, (0 missing)
Node number 452: 64 observations, complexity param=0.000319081
predicted class=closed expected loss=0.09375 P(node) =0.006115624
class counts: 58 6
probabilities: 0.906 0.094
left son=904 (54 obs) right son=905 (10 obs)
Primary splits:
c15 < 4611.924 to the left, improve=2.223148, (0 missing)
c7 < 4252.179 to the left, improve=1.668651, (0 missing)
c12 < 4248.533 to the left, improve=1.446429, (0 missing)
c2 < 4274.085 to the right, improve=1.195346, (0 missing)
c6 < 4343.356 to the left, improve=1.097694, (0 missing)
Surrogate splits:
c11 < 4212.867 to the left, agree=0.906, adj=0.4, (0 split)
c7 < 4250.691 to the left, agree=0.859, adj=0.1, (0 split)
Node number 453: 34 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.4705882 P(node) =0.003248925
class counts: 18 16
probabilities: 0.529 0.471
left son=906 (28 obs) right son=907 (6 obs)
Primary splits:
c3 < 4050.532 to the left, improve=4.084034, (0 missing)
c15 < 4584.285 to the left, improve=3.904139, (0 missing)
c4 < 4619.677 to the left, improve=3.421946, (0 missing)
c2 < 4265.752 to the left, improve=2.634298, (0 missing)
c9 < 4179.418 to the left, improve=2.596349, (0 missing)
Surrogate splits:
c6 < 4350.083 to the left, agree=0.941, adj=0.667, (0 split)
c2 < 4267.192 to the left, agree=0.882, adj=0.333, (0 split)
c5 < 4140.024 to the left, agree=0.882, adj=0.333, (0 split)
c15 < 4617.738 to the left, agree=0.853, adj=0.167, (0 split)
Node number 454: 1994 observations, complexity param=0.004169326
predicted class=open expected loss=0.4262788 P(node) =0.1905399
class counts: 850 1144
probabilities: 0.426 0.574
left son=908 (1034 obs) right son=909 (960 obs)
Primary splits:
c4 < 4615.351 to the left, improve=20.95901, (0 missing)
c3 < 3971.285 to the left, improve=20.70221, (0 missing)
c2 < 4244.287 to the left, improve=19.28429, (0 missing)
c11 < 4194.043 to the left, improve=18.37349, (0 missing)
c15 < 4589.581 to the left, improve=17.82306, (0 missing)
Surrogate splits:
c7 < 4226.528 to the left, agree=0.601, adj=0.172, (0 split)
c6 < 4334.125 to the left, agree=0.598, adj=0.165, (0 split)
c11 < 4200.779 to the left, agree=0.581, adj=0.129, (0 split)
c9 < 4197.273 to the left, agree=0.577, adj=0.121, (0 split)
c2 < 4250.229 to the left, agree=0.574, adj=0.115, (0 split)
Node number 455: 246 observations, complexity param=0.001169964
predicted class=open expected loss=0.1747967 P(node) =0.02350693
class counts: 43 203
probabilities: 0.175 0.825
left son=910 (61 obs) right son=911 (185 obs)
Primary splits:
c7 < 4230.571 to the right, improve=8.961986, (0 missing)
c8 < 4077.449 to the right, improve=7.748615, (0 missing)
c5 < 4142.637 to the right, improve=6.108053, (0 missing)
c3 < 4038.848 to the left, improve=3.598875, (0 missing)
c15 < 4583.55 to the left, improve=3.004832, (0 missing)
Surrogate splits:
c2 < 4275.377 to the right, agree=0.793, adj=0.164, (0 split)
c9 < 4216.027 to the right, agree=0.789, adj=0.148, (0 split)
c11 < 4206.069 to the right, agree=0.785, adj=0.131, (0 split)
c13 < 4285.081 to the right, agree=0.776, adj=0.098, (0 split)
c6 < 4360.083 to the right, agree=0.764, adj=0.049, (0 split)
Node number 462: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=924 (1 obs) right son=925 (3 obs)
Primary splits:
c1 < 4300.444 to the right, improve=1.5, (0 missing)
c5 < 4104.841 to the right, improve=1.5, (0 missing)
c6 < 4330.832 to the left, improve=1.5, (0 missing)
c7 < 4224.687 to the left, improve=1.5, (0 missing)
c8 < 4094.944 to the left, improve=1.5, (0 missing)
Node number 463: 119 observations
predicted class=open expected loss=0 P(node) =0.01137124
class counts: 0 119
probabilities: 0.000 1.000
Node number 464: 24 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.04166667 P(node) =0.002293359
class counts: 23 1
probabilities: 0.958 0.042
left son=928 (23 obs) right son=929 (1 obs)
Primary splits:
c13 < 4270.806 to the left, improve=1.9166670, (0 missing)
c16 < 4331.763 to the left, improve=1.9166670, (0 missing)
c1 < 4274.626 to the left, improve=0.5833333, (0 missing)
c6 < 4318.549 to the right, improve=0.4166667, (0 missing)
c4 < 4610.496 to the left, improve=0.2023810, (0 missing)
Node number 465: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=930 (1 obs) right son=931 (2 obs)
Primary splits:
c3 < 3969.59 to the right, improve=1.333333, (0 missing)
c4 < 4617.364 to the right, improve=1.333333, (0 missing)
c5 < 4101.102 to the right, improve=1.333333, (0 missing)
c7 < 4209.645 to the left, improve=1.333333, (0 missing)
c8 < 4063.783 to the left, improve=1.333333, (0 missing)
Node number 466: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.0006688963
class counts: 6 1
probabilities: 0.857 0.143
left son=932 (6 obs) right son=933 (1 obs)
Primary splits:
c4 < 4601.755 to the right, improve=1.7142860, (0 missing)
c6 < 4328.281 to the left, improve=1.7142860, (0 missing)
c2 < 4252.325 to the left, improve=0.7142857, (0 missing)
c3 < 3971.926 to the left, improve=0.7142857, (0 missing)
c5 < 4105.011 to the right, improve=0.7142857, (0 missing)
Node number 467: 19 observations, complexity param=0.0006381621
predicted class=open expected loss=0.2631579 P(node) =0.001815576
class counts: 5 14
probabilities: 0.263 0.737
left son=934 (7 obs) right son=935 (12 obs)
Primary splits:
c13 < 4268.126 to the right, improve=4.511278, (0 missing)
c7 < 4233.421 to the right, improve=3.868421, (0 missing)
c9 < 4216.032 to the right, improve=3.868421, (0 missing)
c10 < 4615.275 to the right, improve=2.923977, (0 missing)
c1 < 4254.434 to the left, improve=1.539850, (0 missing)
Surrogate splits:
c9 < 4214.616 to the right, agree=0.842, adj=0.571, (0 split)
c1 < 4254.434 to the left, agree=0.789, adj=0.429, (0 split)
c7 < 4221.124 to the right, agree=0.789, adj=0.429, (0 split)
c2 < 4262.363 to the right, agree=0.737, adj=0.286, (0 split)
c4 < 4612.144 to the left, agree=0.737, adj=0.286, (0 split)
Node number 468: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 469: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 470: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 471: 49 observations, complexity param=0.0004254414
predicted class=open expected loss=0.122449 P(node) =0.004682274
class counts: 6 43
probabilities: 0.122 0.878
left son=942 (2 obs) right son=943 (47 obs)
Primary splits:
c3 < 3943.914 to the left, improve=3.211463, (0 missing)
c9 < 4187.39 to the left, improve=2.286168, (0 missing)
c5 < 4083.394 to the left, improve=1.892931, (0 missing)
c16 < 4272.564 to the left, improve=1.892931, (0 missing)
c11 < 4172.371 to the left, improve=1.044898, (0 missing)
Surrogate splits:
c5 < 4083.394 to the left, agree=0.98, adj=0.5, (0 split)
Node number 472: 38 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.2105263 P(node) =0.003631151
class counts: 30 8
probabilities: 0.789 0.211
left son=944 (23 obs) right son=945 (15 obs)
Primary splits:
c11 < 4162.373 to the left, improve=3.251869, (0 missing)
c16 < 4283.283 to the left, improve=3.031579, (0 missing)
c6 < 4341.444 to the left, improve=2.964912, (0 missing)
c10 < 4581.451 to the right, improve=2.631579, (0 missing)
c8 < 4079.589 to the left, improve=2.274436, (0 missing)
Surrogate splits:
c15 < 4541.277 to the left, agree=0.816, adj=0.533, (0 split)
c6 < 4330.292 to the right, agree=0.711, adj=0.267, (0 split)
c7 < 4202.04 to the left, agree=0.711, adj=0.267, (0 split)
c3 < 4018.261 to the left, agree=0.684, adj=0.200, (0 split)
c4 < 4615.737 to the right, agree=0.684, adj=0.200, (0 split)
Node number 473: 27 observations, complexity param=0.0008508828
predicted class=open expected loss=0.3333333 P(node) =0.002580029
class counts: 9 18
probabilities: 0.333 0.667
left son=946 (12 obs) right son=947 (15 obs)
Primary splits:
c13 < 4246.505 to the right, improve=4.800000, (0 missing)
c3 < 4009.03 to the left, improve=4.125000, (0 missing)
c2 < 4217.82 to the right, improve=3.000000, (0 missing)
c6 < 4334.746 to the right, improve=3.000000, (0 missing)
c1 < 4252.722 to the right, improve=2.742857, (0 missing)
Surrogate splits:
c2 < 4228.376 to the right, agree=0.889, adj=0.750, (0 split)
c8 < 4059.036 to the right, agree=0.815, adj=0.583, (0 split)
c1 < 4243.194 to the right, agree=0.778, adj=0.500, (0 split)
c3 < 4009.03 to the left, agree=0.778, adj=0.500, (0 split)
c7 < 4193.117 to the right, agree=0.741, adj=0.417, (0 split)
Node number 474: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 475: 56 observations, complexity param=0.0002127207
predicted class=open expected loss=0.01785714 P(node) =0.005351171
class counts: 1 55
probabilities: 0.018 0.982
left son=950 (1 obs) right son=951 (55 obs)
Primary splits:
c7 < 4210.265 to the right, improve=1.9642860, (0 missing)
c11 < 4147.143 to the right, improve=1.9642860, (0 missing)
c8 < 4073.422 to the right, improve=0.9642857, (0 missing)
c1 < 4202.235 to the left, improve=0.4642857, (0 missing)
c15 < 4505.055 to the right, improve=0.2976190, (0 missing)
Node number 476: 19 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2631579 P(node) =0.001815576
class counts: 14 5
probabilities: 0.737 0.263
left son=952 (17 obs) right son=953 (2 obs)
Primary splits:
c15 < 4546.891 to the right, improve=2.427245, (0 missing)
c8 < 4107.385 to the left, improve=2.401754, (0 missing)
c16 < 4317.124 to the right, improve=1.913876, (0 missing)
c3 < 4023.908 to the right, improve=1.550239, (0 missing)
c4 < 4621.745 to the right, improve=1.214575, (0 missing)
Node number 477: 17 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1764706 P(node) =0.001624462
class counts: 3 14
probabilities: 0.176 0.824
left son=954 (2 obs) right son=955 (15 obs)
Primary splits:
c7 < 4228.846 to the right, improve=3.074510, (0 missing)
c1 < 4285.119 to the right, improve=2.541176, (0 missing)
c13 < 4267.004 to the right, improve=1.941176, (0 missing)
c11 < 4195.692 to the right, improve=1.750700, (0 missing)
c15 < 4598.096 to the right, improve=1.750700, (0 missing)
Surrogate splits:
c11 < 4195.692 to the right, agree=0.941, adj=0.5, (0 split)
c15 < 4598.096 to the right, agree=0.941, adj=0.5, (0 split)
Node number 478: 12 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3333333 P(node) =0.001146679
class counts: 8 4
probabilities: 0.667 0.333
left son=956 (9 obs) right son=957 (3 obs)
Primary splits:
c1 < 4284.071 to the left, improve=3.555556, (0 missing)
c4 < 4612.311 to the right, improve=2.133333, (0 missing)
c5 < 4116.646 to the left, improve=2.133333, (0 missing)
c13 < 4264.952 to the right, improve=2.133333, (0 missing)
c11 < 4194.566 to the left, improve=1.333333, (0 missing)
Surrogate splits:
c4 < 4612.311 to the right, agree=0.917, adj=0.667, (0 split)
c5 < 4111.648 to the left, agree=0.917, adj=0.667, (0 split)
c13 < 4264.952 to the right, agree=0.917, adj=0.667, (0 split)
c2 < 4244.597 to the right, agree=0.833, adj=0.333, (0 split)
c3 < 3998.032 to the right, agree=0.833, adj=0.333, (0 split)
Node number 479: 451 observations, complexity param=0.000709069
predicted class=open expected loss=0.09534368 P(node) =0.04309603
class counts: 43 408
probabilities: 0.095 0.905
left son=958 (53 obs) right son=959 (398 obs)
Primary splits:
c10 < 4595.094 to the left, improve=4.230708, (0 missing)
c16 < 4323.406 to the right, improve=4.061391, (0 missing)
c1 < 4285.62 to the right, improve=3.471213, (0 missing)
c6 < 4320.035 to the left, improve=2.909534, (0 missing)
c15 < 4590.528 to the right, improve=2.497980, (0 missing)
Surrogate splits:
c1 < 4295.578 to the right, agree=0.887, adj=0.038, (0 split)
c8 < 4106.548 to the right, agree=0.885, adj=0.019, (0 split)
c9 < 4159.531 to the left, agree=0.885, adj=0.019, (0 split)
c15 < 4544.99 to the left, agree=0.885, adj=0.019, (0 split)
Node number 482: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 483: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 484: 15 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1333333 P(node) =0.001433349
class counts: 13 2
probabilities: 0.867 0.133
left son=968 (13 obs) right son=969 (2 obs)
Primary splits:
c5 < 4165.87 to the left, improve=3.466667, (0 missing)
c6 < 4395.169 to the left, improve=3.466667, (0 missing)
c3 < 4059.076 to the left, improve=1.609524, (0 missing)
c2 < 4286.776 to the left, improve=1.466667, (0 missing)
c4 < 4660.793 to the left, improve=1.466667, (0 missing)
Surrogate splits:
c6 < 4395.169 to the left, agree=1, adj=1, (0 split)
Node number 485: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 494: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 495: 14 observations
predicted class=open expected loss=0 P(node) =0.001337793
class counts: 0 14
probabilities: 0.000 1.000
Node number 496: 99 observations, complexity param=0.001223144
predicted class=closed expected loss=0.3838384 P(node) =0.009460105
class counts: 61 38
probabilities: 0.616 0.384
left son=992 (24 obs) right son=993 (75 obs)
Primary splits:
c15 < 4614.093 to the right, improve=5.721616, (0 missing)
c6 < 4335.602 to the right, improve=5.266938, (0 missing)
c10 < 4647.358 to the left, improve=3.165125, (0 missing)
c5 < 4095.914 to the right, improve=2.919192, (0 missing)
c4 < 4632.307 to the right, improve=2.557198, (0 missing)
Surrogate splits:
c7 < 4257.253 to the right, agree=0.808, adj=0.208, (0 split)
c11 < 4219.037 to the right, agree=0.798, adj=0.167, (0 split)
c9 < 4227.29 to the right, agree=0.788, adj=0.125, (0 split)
c8 < 4105.229 to the right, agree=0.778, adj=0.083, (0 split)
c13 < 4283.944 to the right, agree=0.778, adj=0.083, (0 split)
Node number 497: 207 observations, complexity param=0.001223144
predicted class=open expected loss=0.352657 P(node) =0.01978022
class counts: 73 134
probabilities: 0.353 0.647
left son=994 (53 obs) right son=995 (154 obs)
Primary splits:
c5 < 4131.078 to the right, improve=13.491740, (0 missing)
c10 < 4625.344 to the left, improve= 6.815010, (0 missing)
c2 < 4285.052 to the right, improve= 5.178744, (0 missing)
c6 < 4348.134 to the right, improve= 4.529966, (0 missing)
c11 < 4216.593 to the left, improve= 3.938307, (0 missing)
Surrogate splits:
c2 < 4277.263 to the right, agree=0.787, adj=0.170, (0 split)
c1 < 4307.139 to the right, agree=0.773, adj=0.113, (0 split)
c3 < 4054.885 to the right, agree=0.768, adj=0.094, (0 split)
c6 < 4356.297 to the right, agree=0.768, adj=0.094, (0 split)
c9 < 4177.722 to the left, agree=0.754, adj=0.038, (0 split)
Node number 498: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 499: 78 observations, complexity param=0.0002836276
predicted class=open expected loss=0.08974359 P(node) =0.007453416
class counts: 7 71
probabilities: 0.090 0.910
left son=998 (3 obs) right son=999 (75 obs)
Primary splits:
c15 < 4604.629 to the right, improve=2.076923, (0 missing)
c13 < 4272.997 to the right, improve=1.162637, (0 missing)
c5 < 4124.572 to the right, improve=1.159174, (0 missing)
c2 < 4245.761 to the right, improve=1.076923, (0 missing)
c7 < 4203.833 to the left, improve=1.014178, (0 missing)
Surrogate splits:
c7 < 4237.205 to the right, agree=0.974, adj=0.333, (0 split)
Node number 500: 8 observations
predicted class=closed expected loss=0 P(node) =0.0007644529
class counts: 8 0
probabilities: 1.000 0.000
Node number 501: 40 observations, complexity param=0.0008508828
predicted class=open expected loss=0.4 P(node) =0.003822265
class counts: 16 24
probabilities: 0.400 0.600
left son=1002 (7 obs) right son=1003 (33 obs)
Primary splits:
c10 < 4625.059 to the left, improve=6.109091, (0 missing)
c11 < 4206.049 to the left, improve=6.109091, (0 missing)
c13 < 4288.652 to the left, improve=4.650549, (0 missing)
c9 < 4217.748 to the left, improve=4.266667, (0 missing)
c16 < 4340.634 to the left, improve=4.114286, (0 missing)
Surrogate splits:
c7 < 4265.782 to the right, agree=0.85, adj=0.143, (0 split)
c9 < 4210.257 to the left, agree=0.85, adj=0.143, (0 split)
Node number 502: 27 observations, complexity param=0.0005318017
predicted class=open expected loss=0.3703704 P(node) =0.002580029
class counts: 10 17
probabilities: 0.370 0.630
left son=1004 (7 obs) right son=1005 (20 obs)
Primary splits:
c13 < 4273.863 to the left, improve=4.478307, (0 missing)
c11 < 4211.799 to the left, improve=3.559259, (0 missing)
c2 < 4265.288 to the left, improve=3.451416, (0 missing)
c1 < 4290.273 to the left, improve=3.306878, (0 missing)
c5 < 4115.285 to the left, improve=3.306878, (0 missing)
Surrogate splits:
c1 < 4289.239 to the left, agree=0.852, adj=0.429, (0 split)
c15 < 4595.763 to the left, agree=0.852, adj=0.429, (0 split)
c2 < 4261.356 to the left, agree=0.815, adj=0.286, (0 split)
c3 < 3966.039 to the left, agree=0.815, adj=0.286, (0 split)
c5 < 4107.222 to the left, agree=0.815, adj=0.286, (0 split)
Node number 503: 217 observations, complexity param=0.0002481741
predicted class=open expected loss=0.0875576 P(node) =0.02073579
class counts: 19 198
probabilities: 0.088 0.912
left son=1006 (3 obs) right son=1007 (214 obs)
Primary splits:
c7 < 4195.078 to the left, improve=2.040412, (0 missing)
c4 < 4658.853 to the right, improve=1.682335, (0 missing)
c2 < 4233.035 to the left, improve=1.672811, (0 missing)
c15 < 4555.403 to the left, improve=1.175274, (0 missing)
c3 < 4006.838 to the left, improve=1.044922, (0 missing)
Surrogate splits:
c9 < 4180.001 to the left, agree=0.995, adj=0.667, (0 split)
Node number 504: 12 observations
predicted class=closed expected loss=0 P(node) =0.001146679
class counts: 12 0
probabilities: 1.000 0.000
Node number 505: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 506: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.0006688963
class counts: 6 1
probabilities: 0.857 0.143
left son=1012 (6 obs) right son=1013 (1 obs)
Primary splits:
c1 < 4291.554 to the left, improve=1.714286, (0 missing)
c2 < 4270.494 to the left, improve=1.714286, (0 missing)
c3 < 4009.958 to the left, improve=1.714286, (0 missing)
c5 < 4125.157 to the left, improve=1.714286, (0 missing)
c6 < 4340.854 to the left, improve=1.714286, (0 missing)
Node number 507: 176 observations, complexity param=0.0006381621
predicted class=open expected loss=0.1988636 P(node) =0.01681796
class counts: 35 141
probabilities: 0.199 0.801
left son=1014 (55 obs) right son=1015 (121 obs)
Primary splits:
c16 < 4339.971 to the right, improve=3.438223, (0 missing)
c7 < 4214.987 to the right, improve=3.069575, (0 missing)
c4 < 4633.633 to the left, improve=2.976097, (0 missing)
c3 < 4042.272 to the left, improve=2.197967, (0 missing)
c5 < 4142.205 to the left, improve=2.092617, (0 missing)
Surrogate splits:
c1 < 4278.471 to the right, agree=0.812, adj=0.400, (0 split)
c11 < 4192.515 to the right, agree=0.790, adj=0.327, (0 split)
c7 < 4232.615 to the right, agree=0.739, adj=0.164, (0 split)
c13 < 4275.283 to the right, agree=0.739, adj=0.164, (0 split)
c10 < 4594.461 to the left, agree=0.705, adj=0.055, (0 split)
Node number 508: 17 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.2941176 P(node) =0.001624462
class counts: 12 5
probabilities: 0.706 0.294
left son=1016 (12 obs) right son=1017 (5 obs)
Primary splits:
c4 < 4629.495 to the left, improve=3.625490, (0 missing)
c8 < 4069.888 to the right, improve=2.614379, (0 missing)
c9 < 4208.928 to the left, improve=2.174208, (0 missing)
c12 < 4238.886 to the left, improve=2.174208, (0 missing)
c6 < 4347.541 to the left, improve=1.830252, (0 missing)
Surrogate splits:
c12 < 4238.886 to the left, agree=0.941, adj=0.8, (0 split)
c5 < 4128.563 to the right, agree=0.824, adj=0.4, (0 split)
c8 < 4061.596 to the right, agree=0.824, adj=0.4, (0 split)
c9 < 4208.928 to the left, agree=0.824, adj=0.4, (0 split)
c10 < 4632.348 to the left, agree=0.824, adj=0.4, (0 split)
Node number 509: 27 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.002580029
class counts: 3 24
probabilities: 0.111 0.889
left son=1018 (1 obs) right son=1019 (26 obs)
Primary splits:
c7 < 4257.695 to the right, improve=1.6410260, (0 missing)
c9 < 4232.657 to the right, improve=1.6410260, (0 missing)
c10 < 4640.226 to the right, improve=1.6410260, (0 missing)
c15 < 4616.422 to the right, improve=0.7619048, (0 missing)
c3 < 4004.818 to the left, improve=0.7179487, (0 missing)
Node number 510: 84 observations, complexity param=0.0004963483
predicted class=open expected loss=0.202381 P(node) =0.008026756
class counts: 17 67
probabilities: 0.202 0.798
left son=1020 (19 obs) right son=1021 (65 obs)
Primary splits:
c8 < 4063.729 to the left, improve=6.963582, (0 missing)
c4 < 4630.68 to the left, improve=3.841270, (0 missing)
c5 < 4113.986 to the right, improve=2.843941, (0 missing)
c2 < 4274.751 to the right, improve=2.785714, (0 missing)
c11 < 4183.068 to the left, improve=2.606852, (0 missing)
Surrogate splits:
c1 < 4307.676 to the right, agree=0.798, adj=0.105, (0 split)
c11 < 4183.068 to the left, agree=0.798, adj=0.105, (0 split)
c12 < 4202.722 to the left, agree=0.798, adj=0.105, (0 split)
c15 < 4590.546 to the left, agree=0.786, adj=0.053, (0 split)
Node number 511: 593 observations, complexity param=0.0003545345
predicted class=open expected loss=0.0623946 P(node) =0.05666507
class counts: 37 556
probabilities: 0.062 0.938
left son=1022 (7 obs) right son=1023 (586 obs)
Primary splits:
c13 < 4249.047 to the left, improve=1.8996200, (0 missing)
c10 < 4582.379 to the left, improve=1.7611780, (0 missing)
c1 < 4283.896 to the left, improve=1.1832910, (0 missing)
c3 < 4029.793 to the left, improve=0.8483307, (0 missing)
c5 < 4144.085 to the right, improve=0.7838464, (0 missing)
Node number 512: 227 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.004405286 P(node) =0.02169135
class counts: 226 1
probabilities: 0.996 0.004
left son=1024 (186 obs) right son=1025 (41 obs)
Primary splits:
c12 < 4214.917 to the right, improve=0.03996992, (0 missing)
c13 < 4292.052 to the right, improve=0.03770106, (0 missing)
c8 < 4081.663 to the right, improve=0.03374262, (0 missing)
c5 < 4091.428 to the right, improve=0.02755306, (0 missing)
c3 < 3967.316 to the right, improve=0.02344749, (0 missing)
Surrogate splits:
c10 < 4658.1 to the left, agree=0.841, adj=0.122, (0 split)
c7 < 4289.622 to the left, agree=0.837, adj=0.098, (0 split)
c3 < 3910.627 to the right, agree=0.828, adj=0.049, (0 split)
c5 < 4057.856 to the right, agree=0.828, adj=0.049, (0 split)
c9 < 4250.972 to the left, agree=0.828, adj=0.049, (0 split)
Node number 513: 32 observations, complexity param=0.0001276324
predicted class=closed expected loss=0.0625 P(node) =0.003057812
class counts: 30 2
probabilities: 0.938 0.062
left son=1026 (31 obs) right son=1027 (1 obs)
Primary splits:
c2 < 4282.844 to the left, improve=1.814516, (0 missing)
c5 < 4125.494 to the left, improve=1.814516, (0 missing)
c7 < 4264.055 to the left, improve=1.814516, (0 missing)
c9 < 4233.169 to the left, improve=1.814516, (0 missing)
c10 < 4604.414 to the right, improve=1.814516, (0 missing)
Node number 514: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 515: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 516: 37 observations
predicted class=closed expected loss=0 P(node) =0.003535595
class counts: 37 0
probabilities: 1.000 0.000
Node number 517: 7 observations, complexity param=0.0001701766
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=1034 (5 obs) right son=1035 (2 obs)
Primary splits:
c2 < 4264.336 to the left, improve=2.857143, (0 missing)
c4 < 4610.147 to the left, improve=2.857143, (0 missing)
c12 < 4240.5 to the left, improve=2.857143, (0 missing)
c3 < 3965.637 to the left, improve=1.523810, (0 missing)
c6 < 4321.494 to the left, improve=1.523810, (0 missing)
Surrogate splits:
c4 < 4610.147 to the left, agree=1.000, adj=1.0, (0 split)
c12 < 4240.5 to the left, agree=1.000, adj=1.0, (0 split)
c3 < 3965.637 to the left, agree=0.857, adj=0.5, (0 split)
c6 < 4321.494 to the left, agree=0.857, adj=0.5, (0 split)
c7 < 4247.903 to the right, agree=0.857, adj=0.5, (0 split)
Node number 518: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 519: 5 observations, complexity param=0.0001701766
predicted class=open expected loss=0.2 P(node) =0.0004777831
class counts: 1 4
probabilities: 0.200 0.800
left son=1038 (1 obs) right son=1039 (4 obs)
Primary splits:
c7 < 4233.884 to the left, improve=1.6, (0 missing)
c10 < 4631.405 to the right, improve=1.6, (0 missing)
c11 < 4194.895 to the left, improve=1.6, (0 missing)
c12 < 4214.169 to the left, improve=1.6, (0 missing)
c15 < 4596.518 to the left, improve=1.6, (0 missing)
Node number 530: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 531: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 542: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=1084 (2 obs) right son=1085 (1 obs)
Primary splits:
c1 < 4308.26 to the left, improve=1.333333, (0 missing)
c8 < 4073.118 to the right, improve=1.333333, (0 missing)
c9 < 4219.648 to the right, improve=1.333333, (0 missing)
c12 < 4227.849 to the left, improve=1.333333, (0 missing)
c15 < 4656.112 to the left, improve=1.333333, (0 missing)
Node number 543: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 632: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 633: 5 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2 P(node) =0.0004777831
class counts: 1 4
probabilities: 0.200 0.800
left son=1266 (1 obs) right son=1267 (4 obs)
Primary splits:
c2 < 4262.669 to the right, improve=1.6, (0 missing)
c6 < 4353.861 to the right, improve=1.6, (0 missing)
c8 < 4086.42 to the right, improve=1.6, (0 missing)
c9 < 4204.367 to the left, improve=1.6, (0 missing)
c10 < 4634.697 to the right, improve=1.6, (0 missing)
Node number 640: 338 observations, complexity param=0.0002481741
predicted class=closed expected loss=0.03846154 P(node) =0.03229814
class counts: 325 13
probabilities: 0.962 0.038
left son=1280 (337 obs) right son=1281 (1 obs)
Primary splits:
c13 < 4334.068 to the left, improve=1.8545990, (0 missing)
c5 < 4164.174 to the left, improve=1.3870260, (0 missing)
c4 < 4641.023 to the left, improve=1.1402220, (0 missing)
c2 < 4285.433 to the left, improve=0.9301127, (0 missing)
c8 < 4105.224 to the right, improve=0.9134650, (0 missing)
Node number 641: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 644: 52 observations, complexity param=0.0003722612
predicted class=closed expected loss=0.09615385 P(node) =0.004968944
class counts: 47 5
probabilities: 0.904 0.096
left son=1288 (34 obs) right son=1289 (18 obs)
Primary splits:
c8 < 4097.839 to the left, improve=1.8162390, (0 missing)
c4 < 4610.305 to the right, improve=1.6659130, (0 missing)
c1 < 4315.292 to the right, improve=0.8903134, (0 missing)
c5 < 4118.724 to the left, improve=0.8241758, (0 missing)
c16 < 4388.443 to the right, improve=0.7625995, (0 missing)
Surrogate splits:
c6 < 4343.097 to the right, agree=0.788, adj=0.389, (0 split)
c4 < 4611.699 to the right, agree=0.692, adj=0.111, (0 split)
c5 < 4112.12 to the right, agree=0.692, adj=0.111, (0 split)
c13 < 4294.797 to the left, agree=0.692, adj=0.111, (0 split)
c1 < 4350.558 to the left, agree=0.673, adj=0.056, (0 split)
Node number 645: 5 observations, complexity param=0.0003722612
predicted class=open expected loss=0.4 P(node) =0.0004777831
class counts: 2 3
probabilities: 0.400 0.600
left son=1290 (2 obs) right son=1291 (3 obs)
Primary splits:
c1 < 4305.821 to the right, improve=2.4, (0 missing)
c3 < 3993.272 to the left, improve=2.4, (0 missing)
c4 < 4620.87 to the left, improve=2.4, (0 missing)
c6 < 4328.566 to the left, improve=2.4, (0 missing)
c7 < 4230.837 to the left, improve=2.4, (0 missing)
Surrogate splits:
c3 < 3993.272 to the left, agree=1, adj=1, (0 split)
c4 < 4620.87 to the left, agree=1, adj=1, (0 split)
c6 < 4328.566 to the left, agree=1, adj=1, (0 split)
c7 < 4230.837 to the left, agree=1, adj=1, (0 split)
c11 < 4195.576 to the left, agree=1, adj=1, (0 split)
Node number 646: 8 observations
predicted class=closed expected loss=0 P(node) =0.0007644529
class counts: 8 0
probabilities: 1.000 0.000
Node number 647: 21 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2380952 P(node) =0.002006689
class counts: 5 16
probabilities: 0.238 0.762
left son=1294 (2 obs) right son=1295 (19 obs)
Primary splits:
c4 < 4623.371 to the left, improve=2.566416, (0 missing)
c5 < 4169.652 to the right, improve=2.566416, (0 missing)
c16 < 4392.922 to the right, improve=2.566416, (0 missing)
c10 < 4636.691 to the left, improve=1.785714, (0 missing)
c12 < 4228.269 to the left, improve=1.465201, (0 missing)
Node number 648: 106 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.01886792 P(node) =0.010129
class counts: 104 2
probabilities: 0.981 0.019
left son=1296 (95 obs) right son=1297 (11 obs)
Primary splits:
c1 < 4357.227 to the right, improve=0.6518010, (0 missing)
c16 < 4413.043 to the right, improve=0.2723544, (0 missing)
c12 < 4222.795 to the right, improve=0.2578616, (0 missing)
c5 < 4181.17 to the right, improve=0.2322206, (0 missing)
c8 < 4116.665 to the right, improve=0.2304446, (0 missing)
Surrogate splits:
c10 < 4649.553 to the right, agree=0.925, adj=0.273, (0 split)
Node number 649: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 650: 36 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.02777778 P(node) =0.003440038
class counts: 35 1
probabilities: 0.972 0.028
left son=1300 (33 obs) right son=1301 (3 obs)
Primary splits:
c13 < 4368.234 to the left, improve=0.6111111, (0 missing)
c5 < 4186.317 to the right, improve=0.2301587, (0 missing)
c1 < 4385.405 to the right, improve=0.1444444, (0 missing)
c8 < 4134.809 to the right, improve=0.1444444, (0 missing)
c4 < 4698.842 to the left, improve=0.1262626, (0 missing)
Surrogate splits:
c2 < 4361.678 to the left, agree=0.972, adj=0.667, (0 split)
c16 < 4472.966 to the left, agree=0.972, adj=0.667, (0 split)
c5 < 4214.108 to the left, agree=0.944, adj=0.333, (0 split)
Node number 651: 27 observations, complexity param=0.0006381621
predicted class=open expected loss=0.2222222 P(node) =0.002580029
class counts: 6 21
probabilities: 0.222 0.778
left son=1302 (5 obs) right son=1303 (22 obs)
Primary splits:
c13 < 4335.605 to the left, improve=4.096970, (0 missing)
c15 < 4686.814 to the right, improve=4.096970, (0 missing)
c4 < 4673.465 to the left, improve=4.083333, (0 missing)
c16 < 4444.407 to the right, improve=4.083333, (0 missing)
c10 < 4666.174 to the left, improve=1.751515, (0 missing)
Surrogate splits:
c4 < 4680.185 to the left, agree=0.963, adj=0.8, (0 split)
c9 < 4238.341 to the left, agree=0.889, adj=0.4, (0 split)
c10 < 4661.63 to the left, agree=0.889, adj=0.4, (0 split)
c7 < 4286.286 to the left, agree=0.852, adj=0.2, (0 split)
c11 < 4263.614 to the left, agree=0.852, adj=0.2, (0 split)
Node number 704: 120 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.1083333 P(node) =0.01146679
class counts: 107 13
probabilities: 0.892 0.108
left son=1408 (117 obs) right son=1409 (3 obs)
Primary splits:
c11 < 4164.648 to the right, improve=4.892735, (0 missing)
c3 < 4016.13 to the left, improve=4.000641, (0 missing)
c8 < 4082.638 to the left, improve=1.918376, (0 missing)
c10 < 4572.304 to the right, improve=1.603501, (0 missing)
c12 < 4189.435 to the right, improve=1.603501, (0 missing)
Node number 705: 255 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.2784314 P(node) =0.02436694
class counts: 184 71
probabilities: 0.722 0.278
left son=1410 (240 obs) right son=1411 (15 obs)
Primary splits:
c10 < 4592.601 to the right, improve=8.671078, (0 missing)
c9 < 4177.746 to the right, improve=5.878737, (0 missing)
c2 < 4264.754 to the right, improve=4.373930, (0 missing)
c15 < 4666.67 to the left, improve=3.201043, (0 missing)
c13 < 4288.5 to the right, improve=2.987874, (0 missing)
Surrogate splits:
c9 < 4178.718 to the right, agree=0.953, adj=0.200, (0 split)
c3 < 3989.14 to the right, agree=0.949, adj=0.133, (0 split)
Node number 706: 136 observations, complexity param=0.001063603
predicted class=closed expected loss=0.3235294 P(node) =0.0129957
class counts: 92 44
probabilities: 0.676 0.324
left son=1412 (117 obs) right son=1413 (19 obs)
Primary splits:
c10 < 4622.957 to the left, improve=4.191580, (0 missing)
c4 < 4611.149 to the left, improve=3.137718, (0 missing)
c12 < 4264.793 to the left, improve=3.091912, (0 missing)
c9 < 4190.764 to the left, improve=2.893536, (0 missing)
c2 < 4284.165 to the left, improve=2.807607, (0 missing)
Node number 707: 45 observations, complexity param=0.0008508828
predicted class=open expected loss=0.3555556 P(node) =0.004300048
class counts: 16 29
probabilities: 0.356 0.644
left son=1414 (16 obs) right son=1415 (29 obs)
Primary splits:
c10 < 4624.624 to the right, improve=3.604981, (0 missing)
c15 < 4608.924 to the right, improve=3.092810, (0 missing)
c8 < 4091.422 to the right, improve=2.669841, (0 missing)
c9 < 4205.232 to the left, improve=1.742222, (0 missing)
c11 < 4221.344 to the right, improve=1.738501, (0 missing)
Surrogate splits:
c8 < 4077.866 to the right, agree=0.756, adj=0.312, (0 split)
c16 < 4374.706 to the right, agree=0.733, adj=0.250, (0 split)
c2 < 4277.482 to the right, agree=0.711, adj=0.187, (0 split)
c3 < 4013.021 to the right, agree=0.711, adj=0.187, (0 split)
c4 < 4606.176 to the left, agree=0.689, adj=0.125, (0 split)
Node number 710: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 711: 23 observations
predicted class=open expected loss=0 P(node) =0.002197802
class counts: 0 23
probabilities: 0.000 1.000
Node number 712: 36 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.02777778 P(node) =0.003440038
class counts: 35 1
probabilities: 0.972 0.028
left son=1424 (35 obs) right son=1425 (1 obs)
Primary splits:
c1 < 4424.429 to the left, improve=1.9444440, (0 missing)
c8 < 4042.797 to the right, improve=1.9444440, (0 missing)
c16 < 4492.167 to the left, improve=1.9444440, (0 missing)
c11 < 4256.889 to the left, improve=0.9444444, (0 missing)
c2 < 4290.138 to the left, improve=0.6111111, (0 missing)
Node number 713: 6 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3333333 P(node) =0.0005733397
class counts: 2 4
probabilities: 0.333 0.667
left son=1426 (2 obs) right son=1427 (4 obs)
Primary splits:
c7 < 4251.285 to the right, improve=2.666667, (0 missing)
c13 < 4306.724 to the right, improve=2.666667, (0 missing)
c2 < 4277.398 to the right, improve=1.333333, (0 missing)
c4 < 4616.022 to the right, improve=1.333333, (0 missing)
c10 < 4617.565 to the right, improve=1.333333, (0 missing)
Surrogate splits:
c13 < 4306.724 to the right, agree=1.000, adj=1.0, (0 split)
c2 < 4277.398 to the right, agree=0.833, adj=0.5, (0 split)
c4 < 4616.022 to the right, agree=0.833, adj=0.5, (0 split)
c10 < 4617.565 to the right, agree=0.833, adj=0.5, (0 split)
c11 < 4230.196 to the right, agree=0.833, adj=0.5, (0 split)
Node number 714: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 715: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 718: 55 observations, complexity param=0.001169964
predicted class=closed expected loss=0.4727273 P(node) =0.005255614
class counts: 29 26
probabilities: 0.527 0.473
left son=1436 (45 obs) right son=1437 (10 obs)
Primary splits:
c3 < 4046.713 to the left, improve=4.462626, (0 missing)
c9 < 4198.698 to the left, improve=3.989610, (0 missing)
c4 < 4615.543 to the right, improve=3.462138, (0 missing)
c11 < 4213.388 to the left, improve=3.331095, (0 missing)
c12 < 4229.78 to the right, improve=3.235158, (0 missing)
Surrogate splits:
c7 < 4207.437 to the right, agree=0.855, adj=0.2, (0 split)
c6 < 4354.875 to the left, agree=0.836, adj=0.1, (0 split)
Node number 719: 146 observations, complexity param=0.0004254414
predicted class=open expected loss=0.239726 P(node) =0.01395127
class counts: 35 111
probabilities: 0.240 0.760
left son=1438 (70 obs) right son=1439 (76 obs)
Primary splits:
c8 < 4064.692 to the left, improve=4.665043, (0 missing)
c10 < 4599.564 to the left, improve=3.642295, (0 missing)
c11 < 4219.249 to the right, improve=2.720790, (0 missing)
c7 < 4199.75 to the left, improve=2.344178, (0 missing)
c13 < 4264.076 to the left, improve=2.344178, (0 missing)
Surrogate splits:
c7 < 4219.056 to the left, agree=0.637, adj=0.243, (0 split)
c10 < 4593.903 to the left, agree=0.630, adj=0.229, (0 split)
c1 < 4358.071 to the right, agree=0.623, adj=0.214, (0 split)
c9 < 4194.557 to the left, agree=0.610, adj=0.186, (0 split)
c13 < 4273.532 to the left, agree=0.610, adj=0.186, (0 split)
Node number 720: 81 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.03703704 P(node) =0.007740086
class counts: 78 3
probabilities: 0.963 0.037
left son=1440 (80 obs) right son=1441 (1 obs)
Primary splits:
c4 < 4617.376 to the right, improve=1.8777780, (0 missing)
c15 < 4745.405 to the left, improve=0.8790436, (0 missing)
c5 < 4115.325 to the right, improve=0.6944444, (0 missing)
c6 < 4341.664 to the right, improve=0.6059468, (0 missing)
c8 < 4075.653 to the right, improve=0.6059468, (0 missing)
Node number 721: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 724: 35 observations, complexity param=0.0009217897
predicted class=closed expected loss=0.3428571 P(node) =0.003344482
class counts: 23 12
probabilities: 0.657 0.343
left son=1448 (22 obs) right son=1449 (13 obs)
Primary splits:
c6 < 4342.498 to the right, improve=5.051149, (0 missing)
c8 < 4068.312 to the right, improve=3.438095, (0 missing)
c11 < 4229.007 to the right, improve=3.438095, (0 missing)
c9 < 4204.212 to the right, improve=3.291429, (0 missing)
c7 < 4256.33 to the right, improve=2.848352, (0 missing)
Surrogate splits:
c11 < 4222.882 to the right, agree=0.771, adj=0.385, (0 split)
c5 < 4137.702 to the right, agree=0.743, adj=0.308, (0 split)
c15 < 4623.816 to the right, agree=0.714, adj=0.231, (0 split)
c4 < 4618.592 to the right, agree=0.686, adj=0.154, (0 split)
c7 < 4238.999 to the right, agree=0.686, adj=0.154, (0 split)
Node number 725: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2 P(node) =0.0009555662
class counts: 2 8
probabilities: 0.200 0.800
left son=1450 (3 obs) right son=1451 (7 obs)
Primary splits:
c2 < 4292.546 to the left, improve=1.866667, (0 missing)
c7 < 4255.813 to the left, improve=1.866667, (0 missing)
c8 < 4088.57 to the right, improve=1.866667, (0 missing)
c10 < 4640.664 to the right, improve=1.866667, (0 missing)
c4 < 4649.587 to the right, improve=1.422222, (0 missing)
Surrogate splits:
c1 < 4333.785 to the left, agree=0.9, adj=0.667, (0 split)
c4 < 4641.951 to the right, agree=0.9, adj=0.667, (0 split)
c10 < 4639.004 to the right, agree=0.9, adj=0.667, (0 split)
c11 < 4232.614 to the left, agree=0.9, adj=0.667, (0 split)
c13 < 4306.606 to the left, agree=0.9, adj=0.667, (0 split)
Node number 728: 407 observations, complexity param=0.003332624
predicted class=closed expected loss=0.4422604 P(node) =0.03889154
class counts: 227 180
probabilities: 0.558 0.442
left son=1456 (298 obs) right son=1457 (109 obs)
Primary splits:
c4 < 4631.919 to the left, improve=15.404980, (0 missing)
c3 < 4004.28 to the right, improve= 7.438782, (0 missing)
c9 < 4220.942 to the right, improve= 6.347129, (0 missing)
c15 < 4588.421 to the left, improve= 5.532419, (0 missing)
c1 < 4345.833 to the left, improve= 5.076968, (0 missing)
Surrogate splits:
c6 < 4359.565 to the left, agree=0.769, adj=0.138, (0 split)
c8 < 4088.957 to the left, agree=0.762, adj=0.110, (0 split)
c11 < 4223.826 to the left, agree=0.759, adj=0.101, (0 split)
c2 < 4300.134 to the left, agree=0.749, adj=0.064, (0 split)
c3 < 3997.035 to the right, agree=0.747, adj=0.055, (0 split)
Node number 729: 300 observations, complexity param=0.002765369
predicted class=open expected loss=0.3333333 P(node) =0.02866699
class counts: 100 200
probabilities: 0.333 0.667
left son=1458 (106 obs) right son=1459 (194 obs)
Primary splits:
c1 < 4309.91 to the right, improve=7.161382, (0 missing)
c10 < 4613 to the right, improve=7.053333, (0 missing)
c15 < 4634.158 to the right, improve=6.643678, (0 missing)
c3 < 4027.683 to the left, improve=6.267738, (0 missing)
c11 < 4193.156 to the right, improve=5.537099, (0 missing)
Surrogate splits:
c16 < 4379.815 to the right, agree=0.713, adj=0.189, (0 split)
c7 < 4254.555 to the right, agree=0.683, adj=0.104, (0 split)
c15 < 4633.748 to the right, agree=0.670, adj=0.066, (0 split)
c3 < 4017.654 to the right, agree=0.667, adj=0.057, (0 split)
c11 < 4225.128 to the right, agree=0.663, adj=0.047, (0 split)
Node number 730: 81 observations, complexity param=0.001063603
predicted class=open expected loss=0.3209877 P(node) =0.007740086
class counts: 26 55
probabilities: 0.321 0.679
left son=1460 (20 obs) right son=1461 (61 obs)
Primary splits:
c15 < 4631.667 to the right, improve=9.775855, (0 missing)
c1 < 4316.41 to the right, improve=8.289130, (0 missing)
c9 < 4223.82 to the right, improve=7.649487, (0 missing)
c2 < 4288.041 to the right, improve=7.339411, (0 missing)
c5 < 4123.791 to the right, improve=6.530864, (0 missing)
Surrogate splits:
c9 < 4223.82 to the right, agree=0.827, adj=0.30, (0 split)
c7 < 4256.77 to the right, agree=0.815, adj=0.25, (0 split)
c6 < 4360.121 to the right, agree=0.802, adj=0.20, (0 split)
c1 < 4331.079 to the right, agree=0.790, adj=0.15, (0 split)
c4 < 4643.924 to the right, agree=0.790, adj=0.15, (0 split)
Node number 731: 85 observations, complexity param=0.000319081
predicted class=open expected loss=0.07058824 P(node) =0.008122312
class counts: 6 79
probabilities: 0.071 0.929
left son=1462 (7 obs) right son=1463 (78 obs)
Primary splits:
c4 < 4626.535 to the left, improve=1.955139, (0 missing)
c9 < 4200.471 to the left, improve=1.748179, (0 missing)
c10 < 4627.586 to the left, improve=1.152941, (0 missing)
c12 < 4232.518 to the right, improve=1.098887, (0 missing)
c6 < 4347.218 to the left, improve=1.050122, (0 missing)
Surrogate splits:
c15 < 4615.343 to the left, agree=0.929, adj=0.143, (0 split)
Node number 734: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 735: 248 observations, complexity param=0.0004963483
predicted class=open expected loss=0.1693548 P(node) =0.02369804
class counts: 42 206
probabilities: 0.169 0.831
left son=1470 (81 obs) right son=1471 (167 obs)
Primary splits:
c4 < 4622.481 to the left, improve=5.531420, (0 missing)
c2 < 4253.971 to the right, improve=5.017814, (0 missing)
c8 < 4068.794 to the left, improve=4.991383, (0 missing)
c10 < 4620.169 to the right, improve=4.163096, (0 missing)
c16 < 4364.34 to the left, improve=3.432527, (0 missing)
Surrogate splits:
c8 < 4056.144 to the left, agree=0.730, adj=0.173, (0 split)
c9 < 4184.132 to the left, agree=0.706, adj=0.099, (0 split)
c5 < 4113.826 to the left, agree=0.702, adj=0.086, (0 split)
c1 < 4326.122 to the right, agree=0.698, adj=0.074, (0 split)
c11 < 4188.928 to the left, agree=0.690, adj=0.049, (0 split)
Node number 752: 19 observations
predicted class=closed expected loss=0 P(node) =0.001815576
class counts: 19 0
probabilities: 1.000 0.000
Node number 753: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=1506 (3 obs) right son=1507 (3 obs)
Primary splits:
c3 < 4112.293 to the right, improve=3.0, (0 missing)
c2 < 4300.932 to the right, improve=1.5, (0 missing)
c12 < 4229.547 to the left, improve=1.5, (0 missing)
c15 < 4656.824 to the right, improve=1.5, (0 missing)
c16 < 4453.454 to the right, improve=1.5, (0 missing)
Surrogate splits:
c2 < 4300.932 to the right, agree=0.833, adj=0.667, (0 split)
c12 < 4229.547 to the left, agree=0.833, adj=0.667, (0 split)
c15 < 4656.824 to the right, agree=0.833, adj=0.667, (0 split)
c16 < 4453.454 to the right, agree=0.833, adj=0.667, (0 split)
c1 < 4423.075 to the right, agree=0.667, adj=0.333, (0 split)
Node number 756: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.0006688963
class counts: 6 1
probabilities: 0.857 0.143
left son=1512 (6 obs) right son=1513 (1 obs)
Primary splits:
c2 < 4262.144 to the right, improve=1.714286, (0 missing)
c4 < 4595.923 to the right, improve=1.714286, (0 missing)
c6 < 4322.26 to the right, improve=1.714286, (0 missing)
c8 < 4056.471 to the right, improve=1.714286, (0 missing)
c10 < 4573.163 to the right, improve=1.714286, (0 missing)
Node number 757: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 758: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=1516 (3 obs) right son=1517 (1 obs)
Primary splits:
c1 < 4431.813 to the left, improve=1.5, (0 missing)
c2 < 4323.629 to the left, improve=1.5, (0 missing)
c3 < 4101.844 to the left, improve=1.5, (0 missing)
c4 < 4616.376 to the left, improve=1.5, (0 missing)
c5 < 4177.462 to the left, improve=1.5, (0 missing)
Node number 759: 80 observations, complexity param=0.0002127207
predicted class=open expected loss=0.0625 P(node) =0.007644529
class counts: 5 75
probabilities: 0.063 0.938
left son=1518 (3 obs) right son=1519 (77 obs)
Primary splits:
c8 < 4084.628 to the right, improve=2.2754330, (0 missing)
c3 < 4064.829 to the left, improve=2.2754330, (0 missing)
c5 < 4163.821 to the right, improve=0.8901515, (0 missing)
c9 < 4199.645 to the right, improve=0.7852564, (0 missing)
c11 < 4215.398 to the right, improve=0.5654762, (0 missing)
Node number 764: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 765: 55 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09090909 P(node) =0.005255614
class counts: 5 50
probabilities: 0.091 0.909
left son=1530 (3 obs) right son=1531 (52 obs)
Primary splits:
c3 < 4117.352 to the right, improve=2.1037300, (0 missing)
c5 < 4155.6 to the right, improve=1.8686870, (0 missing)
c4 < 4637.382 to the right, improve=1.4438500, (0 missing)
c10 < 4611.129 to the left, improve=1.0139860, (0 missing)
c9 < 4198.634 to the left, improve=0.8766234, (0 missing)
Node number 766: 9 observations, complexity param=0.0001418138
predicted class=open expected loss=0.2222222 P(node) =0.0008600096
class counts: 2 7
probabilities: 0.222 0.778
left son=1532 (3 obs) right son=1533 (6 obs)
Primary splits:
c6 < 4347.79 to the left, improve=1.777778, (0 missing)
c1 < 4430.758 to the right, improve=1.361111, (0 missing)
c3 < 4063.317 to the right, improve=1.361111, (0 missing)
c7 < 4271.675 to the right, improve=1.361111, (0 missing)
c11 < 4246.293 to the right, improve=1.361111, (0 missing)
Surrogate splits:
c8 < 4070.979 to the left, agree=0.889, adj=0.667, (0 split)
c12 < 4223.937 to the left, agree=0.889, adj=0.667, (0 split)
c4 < 4619.936 to the left, agree=0.778, adj=0.333, (0 split)
Node number 767: 128 observations, complexity param=0.0001063603
predicted class=open expected loss=0.015625 P(node) =0.01223125
class counts: 2 126
probabilities: 0.016 0.984
left son=1534 (37 obs) right son=1535 (91 obs)
Primary splits:
c2 < 4311.451 to the right, improve=0.1537162, (0 missing)
c8 < 4061.181 to the left, improve=0.1326220, (0 missing)
c13 < 4307.378 to the left, improve=0.1114130, (0 missing)
c6 < 4346.199 to the right, improve=0.1077128, (0 missing)
c16 < 4465.442 to the left, improve=0.1077128, (0 missing)
Surrogate splits:
c5 < 4178.41 to the right, agree=0.805, adj=0.324, (0 split)
c1 < 4464.804 to the right, agree=0.789, adj=0.270, (0 split)
c16 < 4511.042 to the right, agree=0.781, adj=0.243, (0 split)
c3 < 4121.491 to the right, agree=0.758, adj=0.162, (0 split)
c13 < 4323.201 to the right, agree=0.758, adj=0.162, (0 split)
Node number 768: 218 observations, complexity param=0.0001215547
predicted class=closed expected loss=0.03211009 P(node) =0.02083134
class counts: 211 7
probabilities: 0.968 0.032
left son=1536 (216 obs) right son=1537 (2 obs)
Primary splits:
c8 < 4054.433 to the left, improve=0.8837920, (0 missing)
c16 < 4323.836 to the right, improve=0.8837920, (0 missing)
c7 < 4227.749 to the left, improve=0.4625277, (0 missing)
c15 < 4626.323 to the left, improve=0.3869073, (0 missing)
c6 < 4333.812 to the right, improve=0.2657872, (0 missing)
Node number 769: 10 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3 P(node) =0.0009555662
class counts: 7 3
probabilities: 0.700 0.300
left son=1538 (8 obs) right son=1539 (2 obs)
Primary splits:
c12 < 4203.635 to the left, improve=2.45, (0 missing)
c16 < 4339.924 to the right, improve=1.80, (0 missing)
c1 < 4272.103 to the left, improve=1.20, (0 missing)
c8 < 4043.715 to the left, improve=1.20, (0 missing)
c11 < 4197.959 to the right, improve=1.20, (0 missing)
Surrogate splits:
c11 < 4186.452 to the right, agree=0.9, adj=0.5, (0 split)
c13 < 4273.913 to the right, agree=0.9, adj=0.5, (0 split)
c15 < 4582.238 to the right, agree=0.9, adj=0.5, (0 split)
Node number 772: 52 observations
predicted class=closed expected loss=0 P(node) =0.004968944
class counts: 52 0
probabilities: 1.000 0.000
Node number 773: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=1546 (5 obs) right son=1547 (2 obs)
Primary splits:
c16 < 4335.346 to the right, improve=2.857143, (0 missing)
c2 < 4255.187 to the left, improve=1.523810, (0 missing)
c5 < 4113.036 to the left, improve=1.523810, (0 missing)
c11 < 4193.155 to the right, improve=1.523810, (0 missing)
c13 < 4270.833 to the right, improve=1.523810, (0 missing)
Surrogate splits:
c2 < 4255.187 to the left, agree=0.857, adj=0.5, (0 split)
c5 < 4113.036 to the left, agree=0.857, adj=0.5, (0 split)
c11 < 4193.155 to the right, agree=0.857, adj=0.5, (0 split)
c13 < 4270.833 to the right, agree=0.857, adj=0.5, (0 split)
c15 < 4590.126 to the right, agree=0.857, adj=0.5, (0 split)
Node number 774: 85 observations, complexity param=0.0003722612
predicted class=closed expected loss=0.2470588 P(node) =0.008122312
class counts: 64 21
probabilities: 0.753 0.247
left son=1548 (25 obs) right son=1549 (60 obs)
Primary splits:
c7 < 4216.343 to the left, improve=3.036863, (0 missing)
c3 < 3980.475 to the right, improve=2.823529, (0 missing)
c11 < 4156.693 to the right, improve=2.322325, (0 missing)
c2 < 4262.568 to the left, improve=1.840672, (0 missing)
c10 < 4589.969 to the left, improve=1.705721, (0 missing)
Surrogate splits:
c10 < 4601.053 to the left, agree=0.776, adj=0.24, (0 split)
c11 < 4185.028 to the left, agree=0.776, adj=0.24, (0 split)
c4 < 4588.148 to the left, agree=0.741, adj=0.12, (0 split)
c5 < 4127.89 to the right, agree=0.741, adj=0.12, (0 split)
c6 < 4324.671 to the left, agree=0.741, adj=0.12, (0 split)
Node number 775: 7 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1428571 P(node) =0.0006688963
class counts: 1 6
probabilities: 0.143 0.857
left son=1550 (1 obs) right son=1551 (6 obs)
Primary splits:
c6 < 4337.89 to the right, improve=1.7142860, (0 missing)
c7 < 4215.345 to the left, improve=0.7142857, (0 missing)
c9 < 4184.642 to the left, improve=0.7142857, (0 missing)
c1 < 4279.91 to the right, improve=0.3809524, (0 missing)
c4 < 4604.907 to the left, improve=0.3809524, (0 missing)
Node number 784: 40 observations
predicted class=closed expected loss=0 P(node) =0.003822265
class counts: 40 0
probabilities: 1.000 0.000
Node number 785: 10 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.2 P(node) =0.0009555662
class counts: 8 2
probabilities: 0.800 0.200
left son=1570 (7 obs) right son=1571 (3 obs)
Primary splits:
c1 < 4294.907 to the right, improve=1.866667, (0 missing)
c6 < 4336.802 to the right, improve=1.866667, (0 missing)
c12 < 4232.359 to the left, improve=1.866667, (0 missing)
c10 < 4597.299 to the right, improve=1.422222, (0 missing)
c7 < 4230.636 to the left, improve=1.200000, (0 missing)
Surrogate splits:
c6 < 4336.802 to the right, agree=1.0, adj=1.000, (0 split)
c3 < 4005.251 to the right, agree=0.9, adj=0.667, (0 split)
c10 < 4601.45 to the right, agree=0.8, adj=0.333, (0 split)
c12 < 4232.359 to the left, agree=0.8, adj=0.333, (0 split)
Node number 786: 34 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.08823529 P(node) =0.003248925
class counts: 31 3
probabilities: 0.912 0.088
left son=1572 (31 obs) right son=1573 (3 obs)
Primary splits:
c1 < 4304.103 to the left, improve=2.2017710, (0 missing)
c16 < 4339.265 to the right, improve=2.2017710, (0 missing)
c9 < 4211.508 to the left, improve=1.7130120, (0 missing)
c12 < 4239.177 to the left, improve=1.1069520, (0 missing)
c2 < 4266.641 to the left, improve=0.7563025, (0 missing)
Node number 787: 36 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.4166667 P(node) =0.003440038
class counts: 21 15
probabilities: 0.583 0.417
left son=1574 (26 obs) right son=1575 (10 obs)
Primary splits:
c5 < 4124.156 to the left, improve=4.069231, (0 missing)
c1 < 4276.672 to the left, improve=2.500000, (0 missing)
c10 < 4615.48 to the right, improve=2.250000, (0 missing)
c4 < 4610.059 to the left, improve=1.876623, (0 missing)
c3 < 4002.098 to the left, improve=1.750000, (0 missing)
Surrogate splits:
c13 < 4265.812 to the right, agree=0.833, adj=0.4, (0 split)
c3 < 4024.225 to the left, agree=0.806, adj=0.3, (0 split)
c7 < 4238.007 to the left, agree=0.806, adj=0.3, (0 split)
c1 < 4291.663 to the left, agree=0.778, adj=0.2, (0 split)
c6 < 4345.122 to the left, agree=0.778, adj=0.2, (0 split)
Node number 788: 47 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1489362 P(node) =0.004491161
class counts: 40 7
probabilities: 0.851 0.149
left son=1576 (46 obs) right son=1577 (1 obs)
Primary splits:
c4 < 4608.501 to the right, improve=1.4801110, (0 missing)
c15 < 4584.383 to the left, improve=1.4148940, (0 missing)
c7 < 4220.915 to the left, improve=1.0761840, (0 missing)
c3 < 3970.939 to the right, improve=0.9854064, (0 missing)
c2 < 4262.014 to the right, improve=0.9773936, (0 missing)
Node number 789: 7 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1428571 P(node) =0.0006688963
class counts: 1 6
probabilities: 0.143 0.857
left son=1578 (1 obs) right son=1579 (6 obs)
Primary splits:
c4 < 4609.676 to the left, improve=1.7142860, (0 missing)
c9 < 4206.296 to the right, improve=1.7142860, (0 missing)
c11 < 4209.014 to the right, improve=1.7142860, (0 missing)
c1 < 4264.448 to the left, improve=0.7142857, (0 missing)
c2 < 4259.439 to the right, improve=0.7142857, (0 missing)
Node number 790: 10 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3 P(node) =0.0009555662
class counts: 7 3
probabilities: 0.700 0.300
left son=1580 (7 obs) right son=1581 (3 obs)
Primary splits:
c7 < 4225.871 to the left, improve=4.20, (0 missing)
c9 < 4199.037 to the left, improve=2.70, (0 missing)
c10 < 4608.076 to the left, improve=2.70, (0 missing)
c8 < 4049.376 to the left, improve=2.45, (0 missing)
c11 < 4205.217 to the left, improve=2.45, (0 missing)
Surrogate splits:
c8 < 4049.376 to the left, agree=0.9, adj=0.667, (0 split)
c9 < 4199.037 to the left, agree=0.9, adj=0.667, (0 split)
c10 < 4608.076 to the left, agree=0.9, adj=0.667, (0 split)
c11 < 4205.217 to the left, agree=0.9, adj=0.667, (0 split)
c2 < 4249.889 to the left, agree=0.8, adj=0.333, (0 split)
Node number 791: 20 observations, complexity param=0.0006381621
predicted class=open expected loss=0.2 P(node) =0.001911132
class counts: 4 16
probabilities: 0.200 0.800
left son=1582 (3 obs) right son=1583 (17 obs)
Primary splits:
c2 < 4266.649 to the right, improve=4.517647, (0 missing)
c1 < 4286.589 to the right, improve=2.971429, (0 missing)
c5 < 4131.712 to the right, improve=2.844444, (0 missing)
c6 < 4333.089 to the left, improve=1.600000, (0 missing)
c3 < 3992.7 to the right, improve=1.542857, (0 missing)
Surrogate splits:
c5 < 4131.712 to the right, agree=0.95, adj=0.667, (0 split)
c13 < 4288.186 to the right, agree=0.90, adj=0.333, (0 split)
Node number 800: 69 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.02898551 P(node) =0.006593407
class counts: 67 2
probabilities: 0.971 0.029
left son=1600 (67 obs) right son=1601 (2 obs)
Primary splits:
c11 < 4213.962 to the left, improve=0.9139087, (0 missing)
c7 < 4218.618 to the right, improve=0.4994426, (0 missing)
c15 < 4582.9 to the right, improve=0.4148272, (0 missing)
c2 < 4254.184 to the right, improve=0.3285024, (0 missing)
c12 < 4238.323 to the left, improve=0.2476943, (0 missing)
Node number 801: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 804: 101 observations, complexity param=0.0004786216
predicted class=closed expected loss=0.2277228 P(node) =0.009651218
class counts: 78 23
probabilities: 0.772 0.228
left son=1608 (99 obs) right son=1609 (2 obs)
Primary splits:
c6 < 4324.212 to the right, improve=2.433843, (0 missing)
c15 < 4619.655 to the right, improve=1.827078, (0 missing)
c7 < 4240.045 to the right, improve=1.547480, (0 missing)
c13 < 4282.795 to the left, improve=1.458086, (0 missing)
c5 < 4135.938 to the right, improve=1.412393, (0 missing)
Node number 805: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=1610 (1 obs) right son=1611 (5 obs)
Primary splits:
c1 < 4300.619 to the right, improve=1.6666670, (0 missing)
c4 < 4623.062 to the right, improve=1.6666670, (0 missing)
c5 < 4137.837 to the right, improve=1.6666670, (0 missing)
c16 < 4351.424 to the left, improve=1.6666670, (0 missing)
c3 < 4016.581 to the left, improve=0.6666667, (0 missing)
Node number 806: 17 observations, complexity param=0.0005672552
predicted class=closed expected loss=0.4117647 P(node) =0.001624462
class counts: 10 7
probabilities: 0.588 0.412
left son=1612 (13 obs) right son=1613 (4 obs)
Primary splits:
c6 < 4347.688 to the left, improve=3.619910, (0 missing)
c13 < 4278.311 to the right, improve=3.144385, (0 missing)
c15 < 4608.451 to the right, improve=2.485294, (0 missing)
c8 < 4053.16 to the right, improve=2.401961, (0 missing)
c9 < 4200.23 to the left, improve=2.178151, (0 missing)
Surrogate splits:
c9 < 4204.896 to the left, agree=0.941, adj=0.75, (0 split)
c4 < 4623.204 to the left, agree=0.824, adj=0.25, (0 split)
c16 < 4360.851 to the left, agree=0.824, adj=0.25, (0 split)
Node number 807: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 820: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 821: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 828: 16 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1875 P(node) =0.001528906
class counts: 13 3
probabilities: 0.813 0.188
left son=1656 (13 obs) right son=1657 (3 obs)
Primary splits:
c5 < 4108.479 to the right, improve=1.695513, (0 missing)
c1 < 4258.038 to the right, improve=1.408333, (0 missing)
c7 < 4202.983 to the right, improve=1.408333, (0 missing)
c11 < 4177.48 to the right, improve=1.408333, (0 missing)
c13 < 4264.909 to the right, improve=1.408333, (0 missing)
Node number 829: 16 observations, complexity param=0.0004254414
predicted class=open expected loss=0.25 P(node) =0.001528906
class counts: 4 12
probabilities: 0.250 0.750
left son=1658 (6 obs) right son=1659 (10 obs)
Primary splits:
c7 < 4225.891 to the right, improve=3.333333, (0 missing)
c3 < 3985.883 to the right, improve=2.666667, (0 missing)
c15 < 4600.666 to the right, improve=2.571429, (0 missing)
c12 < 4231.75 to the left, improve=1.555556, (0 missing)
c1 < 4268.406 to the left, improve=1.282051, (0 missing)
Surrogate splits:
c4 < 4620.522 to the left, agree=0.812, adj=0.500, (0 split)
c11 < 4191.951 to the right, agree=0.812, adj=0.500, (0 split)
c15 < 4596.001 to the right, agree=0.812, adj=0.500, (0 split)
c1 < 4278.738 to the right, agree=0.750, adj=0.333, (0 split)
c2 < 4242.758 to the left, agree=0.750, adj=0.333, (0 split)
Node number 830: 59 observations, complexity param=0.000319081
predicted class=open expected loss=0.3220339 P(node) =0.00563784
class counts: 19 40
probabilities: 0.322 0.678
left son=1660 (3 obs) right son=1661 (56 obs)
Primary splits:
c16 < 4350.841 to the left, improve=2.905569, (0 missing)
c11 < 4208.277 to the left, improve=2.633764, (0 missing)
c8 < 4053.638 to the right, improve=2.522712, (0 missing)
c4 < 4625.653 to the left, improve=2.497406, (0 missing)
c7 < 4224.812 to the right, improve=2.497406, (0 missing)
Node number 831: 83 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1084337 P(node) =0.007931199
class counts: 9 74
probabilities: 0.108 0.892
left son=1662 (1 obs) right son=1663 (82 obs)
Primary splits:
c7 < 4201.703 to the left, improve=1.6091680, (0 missing)
c15 < 4570.28 to the left, improve=1.6091680, (0 missing)
c4 < 4620.632 to the left, improve=1.2246630, (0 missing)
c12 < 4236.211 to the left, improve=1.2246630, (0 missing)
c11 < 4202.825 to the left, improve=0.9936473, (0 missing)
Node number 864: 46 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.06521739 P(node) =0.004395604
class counts: 43 3
probabilities: 0.935 0.065
left son=1728 (45 obs) right son=1729 (1 obs)
Primary splits:
c7 < 4242.651 to the left, improve=1.7864730, (0 missing)
c13 < 4242.626 to the right, improve=1.7864730, (0 missing)
c2 < 4261.245 to the left, improve=1.6563150, (0 missing)
c12 < 4242.868 to the left, improve=0.8028348, (0 missing)
c8 < 4031.435 to the right, improve=0.7905138, (0 missing)
Node number 865: 10 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.5 P(node) =0.0009555662
class counts: 5 5
probabilities: 0.500 0.500
left son=1730 (5 obs) right son=1731 (5 obs)
Primary splits:
c9 < 4187.942 to the right, improve=5.000000, (0 missing)
c10 < 4603.377 to the right, improve=2.142857, (0 missing)
c13 < 4256.143 to the right, improve=2.142857, (0 missing)
c11 < 4195.138 to the right, improve=1.800000, (0 missing)
c1 < 4289.079 to the right, improve=1.250000, (0 missing)
Surrogate splits:
c10 < 4603.377 to the right, agree=0.8, adj=0.6, (0 split)
c11 < 4195.138 to the right, agree=0.8, adj=0.6, (0 split)
c13 < 4256.143 to the right, agree=0.8, adj=0.6, (0 split)
c1 < 4289.079 to the right, agree=0.7, adj=0.4, (0 split)
c2 < 4254.162 to the left, agree=0.7, adj=0.4, (0 split)
Node number 866: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 867: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 868: 94 observations, complexity param=0.001914486
predicted class=closed expected loss=0.4042553 P(node) =0.008982322
class counts: 56 38
probabilities: 0.596 0.404
left son=1736 (74 obs) right son=1737 (20 obs)
Primary splits:
c1 < 4273.627 to the right, improve=6.073893, (0 missing)
c2 < 4269.509 to the left, improve=5.368550, (0 missing)
c5 < 4122.459 to the left, improve=3.068488, (0 missing)
c15 < 4579.509 to the right, improve=3.068488, (0 missing)
c10 < 4613.561 to the right, improve=2.620056, (0 missing)
Surrogate splits:
c16 < 4325.111 to the right, agree=0.819, adj=0.15, (0 split)
c10 < 4587.312 to the right, agree=0.809, adj=0.10, (0 split)
c13 < 4248.093 to the right, agree=0.809, adj=0.10, (0 split)
c15 < 4565.528 to the right, agree=0.809, adj=0.10, (0 split)
c2 < 4230.617 to the right, agree=0.798, adj=0.05, (0 split)
Node number 869: 17 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1764706 P(node) =0.001624462
class counts: 3 14
probabilities: 0.176 0.824
left son=1738 (2 obs) right son=1739 (15 obs)
Primary splits:
c9 < 4212.14 to the right, improve=3.074510, (0 missing)
c13 < 4260.61 to the right, improve=1.512605, (0 missing)
c2 < 4232.313 to the left, improve=1.441176, (0 missing)
c6 < 4343.108 to the right, improve=1.441176, (0 missing)
c10 < 4623.977 to the right, improve=1.441176, (0 missing)
Node number 870: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.0006688963
class counts: 6 1
probabilities: 0.857 0.143
left son=1740 (6 obs) right son=1741 (1 obs)
Primary splits:
c9 < 4173.452 to the right, improve=1.714286, (0 missing)
c10 < 4591.459 to the right, improve=1.714286, (0 missing)
c12 < 4240.249 to the left, improve=1.714286, (0 missing)
c13 < 4263.427 to the left, improve=1.714286, (0 missing)
c16 < 4322.953 to the right, improve=1.714286, (0 missing)
Node number 871: 63 observations, complexity param=0.0005318017
predicted class=open expected loss=0.2063492 P(node) =0.006020067
class counts: 13 50
probabilities: 0.206 0.794
left son=1742 (11 obs) right son=1743 (52 obs)
Primary splits:
c4 < 4600.661 to the left, improve=3.064991, (0 missing)
c12 < 4309.609 to the right, improve=2.602134, (0 missing)
c7 < 4200.253 to the left, improve=1.683196, (0 missing)
c1 < 4291.783 to the right, improve=1.679365, (0 missing)
c11 < 4214.542 to the right, improve=1.280082, (0 missing)
Surrogate splits:
c12 < 4309.609 to the right, agree=0.857, adj=0.182, (0 split)
c15 < 4560.203 to the left, agree=0.857, adj=0.182, (0 split)
c2 < 4229.812 to the left, agree=0.841, adj=0.091, (0 split)
c7 < 4200.253 to the left, agree=0.841, adj=0.091, (0 split)
Node number 872: 12 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.08333333 P(node) =0.001146679
class counts: 11 1
probabilities: 0.917 0.083
left son=1744 (11 obs) right son=1745 (1 obs)
Primary splits:
c11 < 4169.43 to the right, improve=1.8333330, (0 missing)
c9 < 4211.864 to the left, improve=0.8333333, (0 missing)
c12 < 4204.416 to the right, improve=0.8333333, (0 missing)
c16 < 4324.115 to the right, improve=0.8333333, (0 missing)
c6 < 4329.914 to the left, improve=0.5000000, (0 missing)
Node number 873: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 874: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 875: 78 observations, complexity param=0.0006381621
predicted class=open expected loss=0.2435897 P(node) =0.007453416
class counts: 19 59
probabilities: 0.244 0.756
left son=1750 (5 obs) right son=1751 (73 obs)
Primary splits:
c2 < 4228.338 to the left, improve=3.307973, (0 missing)
c4 < 4616.112 to the left, improve=2.612364, (0 missing)
c8 < 4026.52 to the left, improve=2.348853, (0 missing)
c1 < 4280.604 to the right, improve=2.333820, (0 missing)
c16 < 4323.998 to the left, improve=2.240215, (0 missing)
Node number 878: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 879: 123 observations, complexity param=0.0002127207
predicted class=open expected loss=0.07317073 P(node) =0.01175346
class counts: 9 114
probabilities: 0.073 0.927
left son=1758 (35 obs) right son=1759 (88 obs)
Primary splits:
c10 < 4612.614 to the right, improve=1.5738360, (0 missing)
c8 < 4053.692 to the right, improve=1.5064560, (0 missing)
c13 < 4258.551 to the right, improve=0.9172577, (0 missing)
c6 < 4333.819 to the right, improve=0.8898234, (0 missing)
c15 < 4594.329 to the right, improve=0.8898234, (0 missing)
Surrogate splits:
c9 < 4196.463 to the right, agree=0.805, adj=0.314, (0 split)
c11 < 4201.487 to the right, agree=0.805, adj=0.314, (0 split)
c6 < 4341.319 to the right, agree=0.764, adj=0.171, (0 split)
c3 < 3949.229 to the left, agree=0.732, adj=0.057, (0 split)
c8 < 4053.379 to the right, agree=0.732, adj=0.057, (0 split)
Node number 892: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 893: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 894: 12 observations, complexity param=0.0001063603
predicted class=open expected loss=0.08333333 P(node) =0.001146679
class counts: 1 11
probabilities: 0.083 0.917
left son=1788 (1 obs) right son=1789 (11 obs)
Primary splits:
c2 < 4233.643 to the left, improve=1.833333, (0 missing)
c3 < 4000.424 to the right, improve=1.833333, (0 missing)
c5 < 4136.164 to the right, improve=1.833333, (0 missing)
c8 < 4052.788 to the right, improve=1.833333, (0 missing)
c10 < 4588.483 to the left, improve=1.833333, (0 missing)
Node number 895: 93 observations
predicted class=open expected loss=0 P(node) =0.008886765
class counts: 0 93
probabilities: 0.000 1.000
Node number 900: 30 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.06666667 P(node) =0.002866699
class counts: 28 2
probabilities: 0.933 0.067
left son=1800 (29 obs) right son=1801 (1 obs)
Primary splits:
c1 < 4272.811 to the right, improve=1.802299, (0 missing)
c5 < 4144.136 to the left, improve=1.802299, (0 missing)
c6 < 4357.237 to the left, improve=1.802299, (0 missing)
c10 < 4629.569 to the left, improve=1.802299, (0 missing)
c11 < 4173.582 to the right, improve=1.802299, (0 missing)
Node number 901: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 902: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 903: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 904: 54 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.03703704 P(node) =0.005160057
class counts: 52 2
probabilities: 0.963 0.037
left son=1808 (47 obs) right son=1809 (7 obs)
Primary splits:
c12 < 4248.533 to the left, improve=0.9947090, (0 missing)
c8 < 4090.657 to the left, improve=0.8903134, (0 missing)
c4 < 4604.669 to the right, improve=0.5577342, (0 missing)
c16 < 4363.213 to the left, improve=0.3918519, (0 missing)
c2 < 4274.085 to the right, improve=0.3518519, (0 missing)
Surrogate splits:
c2 < 4267.935 to the right, agree=0.907, adj=0.286, (0 split)
c8 < 4089.547 to the left, agree=0.889, adj=0.143, (0 split)
Node number 905: 10 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4 P(node) =0.0009555662
class counts: 6 4
probabilities: 0.600 0.400
left son=1810 (7 obs) right son=1811 (3 obs)
Primary splits:
c9 < 4205.94 to the left, improve=3.085714, (0 missing)
c6 < 4343.356 to the left, improve=2.133333, (0 missing)
c1 < 4316.823 to the left, improve=1.800000, (0 missing)
c10 < 4599.108 to the right, improve=1.800000, (0 missing)
c12 < 4214.461 to the right, improve=1.800000, (0 missing)
Surrogate splits:
c1 < 4316.823 to the left, agree=0.9, adj=0.667, (0 split)
c12 < 4214.461 to the right, agree=0.9, adj=0.667, (0 split)
c13 < 4283.505 to the left, agree=0.9, adj=0.667, (0 split)
c2 < 4270.237 to the right, agree=0.8, adj=0.333, (0 split)
c3 < 4009.402 to the right, agree=0.8, adj=0.333, (0 split)
Node number 906: 28 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3571429 P(node) =0.002675585
class counts: 18 10
probabilities: 0.643 0.357
left son=1812 (24 obs) right son=1813 (4 obs)
Primary splits:
c16 < 4361.744 to the left, improve=3.857143, (0 missing)
c4 < 4619.677 to the left, improve=3.463203, (0 missing)
c11 < 4158.846 to the right, improve=2.777143, (0 missing)
c8 < 4062.446 to the left, improve=2.380952, (0 missing)
c15 < 4584.285 to the left, improve=2.380952, (0 missing)
Surrogate splits:
c11 < 4212.784 to the left, agree=0.929, adj=0.50, (0 split)
c2 < 4265.929 to the left, agree=0.893, adj=0.25, (0 split)
Node number 907: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 908: 1034 observations, complexity param=0.004169326
predicted class=open expected loss=0.4961315 P(node) =0.09880554
class counts: 513 521
probabilities: 0.496 0.504
left son=1816 (478 obs) right son=1817 (556 obs)
Primary splits:
c5 < 4111.516 to the left, improve=22.56344, (0 missing)
c3 < 3971.175 to the left, improve=21.47560, (0 missing)
c8 < 4065.009 to the left, improve=19.01497, (0 missing)
c2 < 4250.216 to the left, improve=13.75995, (0 missing)
c11 < 4153.831 to the right, improve=10.04006, (0 missing)
Surrogate splits:
c3 < 3996.225 to the left, agree=0.706, adj=0.364, (0 split)
c2 < 4247.016 to the left, agree=0.635, adj=0.211, (0 split)
c1 < 4281.225 to the left, agree=0.632, adj=0.203, (0 split)
c6 < 4332.317 to the left, agree=0.583, adj=0.098, (0 split)
c16 < 4345.002 to the left, agree=0.583, adj=0.098, (0 split)
Node number 909: 960 observations, complexity param=0.004041693
predicted class=open expected loss=0.3510417 P(node) =0.09173435
class counts: 337 623
probabilities: 0.351 0.649
left son=1818 (83 obs) right son=1819 (877 obs)
Primary splits:
c8 < 4086.299 to the right, improve=12.608530, (0 missing)
c1 < 4289.917 to the right, improve=11.994180, (0 missing)
c6 < 4327.709 to the right, improve= 9.494231, (0 missing)
c11 < 4194.634 to the left, improve= 8.828777, (0 missing)
c15 < 4599.97 to the left, improve= 8.693826, (0 missing)
Surrogate splits:
c3 < 4022.743 to the right, agree=0.916, adj=0.024, (0 split)
Node number 910: 61 observations, complexity param=0.001169964
predicted class=open expected loss=0.4098361 P(node) =0.005828954
class counts: 25 36
probabilities: 0.410 0.590
left son=1820 (13 obs) right son=1821 (48 obs)
Primary splits:
c8 < 4082.249 to the right, improve=8.703710, (0 missing)
c5 < 4133.739 to the right, improve=5.090947, (0 missing)
c10 < 4606.052 to the left, improve=4.336572, (0 missing)
c3 < 4045.29 to the left, improve=4.161692, (0 missing)
c13 < 4271.729 to the left, improve=3.368662, (0 missing)
Surrogate splits:
c4 < 4601.957 to the left, agree=0.820, adj=0.154, (0 split)
c1 < 4305.541 to the right, agree=0.803, adj=0.077, (0 split)
c6 < 4350.604 to the right, agree=0.803, adj=0.077, (0 split)
c13 < 4262.933 to the left, agree=0.803, adj=0.077, (0 split)
c16 < 4363.157 to the right, agree=0.803, adj=0.077, (0 split)
Node number 911: 185 observations, complexity param=0.0005318017
predicted class=open expected loss=0.0972973 P(node) =0.01767797
class counts: 18 167
probabilities: 0.097 0.903
left son=1822 (27 obs) right son=1823 (158 obs)
Primary splits:
c15 < 4585.793 to the left, improve=4.714831, (0 missing)
c13 < 4254.481 to the left, improve=3.973307, (0 missing)
c5 < 4155.711 to the right, improve=3.295112, (0 missing)
c9 < 4188.612 to the left, improve=2.476714, (0 missing)
c8 < 4078.168 to the right, improve=2.287507, (0 missing)
Surrogate splits:
c1 < 4269.692 to the left, agree=0.865, adj=0.074, (0 split)
Node number 924: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 925: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 928: 23 observations
predicted class=closed expected loss=0 P(node) =0.002197802
class counts: 23 0
probabilities: 1.000 0.000
Node number 929: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 930: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 931: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 932: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 933: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 934: 7 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=1868 (5 obs) right son=1869 (2 obs)
Primary splits:
c5 < 4111.971 to the left, improve=2.857143, (0 missing)
c8 < 4063.913 to the left, improve=2.857143, (0 missing)
c10 < 4614.44 to the right, improve=2.857143, (0 missing)
c15 < 4580.214 to the right, improve=1.523810, (0 missing)
c16 < 4322.334 to the right, improve=1.523810, (0 missing)
Surrogate splits:
c8 < 4063.913 to the left, agree=1.000, adj=1.0, (0 split)
c10 < 4614.44 to the right, agree=1.000, adj=1.0, (0 split)
c15 < 4580.214 to the right, agree=0.857, adj=0.5, (0 split)
c16 < 4322.334 to the right, agree=0.857, adj=0.5, (0 split)
Node number 935: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 942: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 943: 47 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08510638 P(node) =0.004491161
class counts: 4 43
probabilities: 0.085 0.915
left son=1886 (3 obs) right son=1887 (44 obs)
Primary splits:
c16 < 4272.564 to the left, improve=2.1676340, (0 missing)
c15 < 4541.557 to the left, improve=0.8476042, (0 missing)
c6 < 4340.959 to the right, improve=0.8476042, (0 missing)
c11 < 4172.371 to the left, improve=0.7625879, (0 missing)
c1 < 4203.077 to the left, improve=0.7191489, (0 missing)
Node number 944: 23 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.04347826 P(node) =0.002197802
class counts: 22 1
probabilities: 0.957 0.043
left son=1888 (22 obs) right son=1889 (1 obs)
Primary splits:
c6 < 4342.83 to the left, improve=1.9130430, (0 missing)
c9 < 4201.319 to the left, improve=1.9130430, (0 missing)
c5 < 4128.564 to the left, improve=0.5797101, (0 missing)
c2 < 4260.393 to the left, improve=0.4130435, (0 missing)
c7 < 4194.357 to the right, improve=0.2463768, (0 missing)
Node number 945: 15 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.4666667 P(node) =0.001433349
class counts: 8 7
probabilities: 0.533 0.467
left son=1890 (6 obs) right son=1891 (9 obs)
Primary splits:
c12 < 4228.804 to the left, improve=4.355556, (0 missing)
c8 < 4077.763 to the left, improve=4.266667, (0 missing)
c16 < 4283.283 to the left, improve=3.266667, (0 missing)
c1 < 4254.473 to the left, improve=3.103030, (0 missing)
c10 < 4605.253 to the right, improve=2.752381, (0 missing)
Surrogate splits:
c8 < 4072.083 to the left, agree=0.867, adj=0.667, (0 split)
c1 < 4250.776 to the left, agree=0.800, adj=0.500, (0 split)
c16 < 4283.283 to the left, agree=0.800, adj=0.500, (0 split)
c2 < 4250.116 to the right, agree=0.733, adj=0.333, (0 split)
c3 < 4028.622 to the right, agree=0.733, adj=0.333, (0 split)
Node number 946: 12 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3333333 P(node) =0.001146679
class counts: 8 4
probabilities: 0.667 0.333
left son=1892 (6 obs) right son=1893 (6 obs)
Primary splits:
c10 < 4602.027 to the left, improve=2.666667, (0 missing)
c4 < 4604.89 to the right, improve=2.133333, (0 missing)
c6 < 4333.956 to the right, improve=1.904762, (0 missing)
c7 < 4198.141 to the right, improve=1.904762, (0 missing)
c9 < 4177.958 to the left, improve=1.904762, (0 missing)
Surrogate splits:
c4 < 4611.946 to the right, agree=0.833, adj=0.667, (0 split)
c8 < 4060.704 to the left, agree=0.833, adj=0.667, (0 split)
c6 < 4333.956 to the right, agree=0.750, adj=0.500, (0 split)
c7 < 4198.141 to the right, agree=0.750, adj=0.500, (0 split)
c9 < 4172.34 to the left, agree=0.750, adj=0.500, (0 split)
Node number 947: 15 observations, complexity param=0.0001063603
predicted class=open expected loss=0.06666667 P(node) =0.001433349
class counts: 1 14
probabilities: 0.067 0.933
left son=1894 (2 obs) right son=1895 (13 obs)
Primary splits:
c3 < 3998.594 to the left, improve=0.8666667, (0 missing)
c11 < 4165.126 to the right, improve=0.5333333, (0 missing)
c16 < 4262.661 to the left, improve=0.5333333, (0 missing)
c6 < 4334.746 to the right, improve=0.3666667, (0 missing)
c7 < 4203.478 to the right, improve=0.3666667, (0 missing)
Surrogate splits:
c16 < 4262.661 to the left, agree=0.933, adj=0.5, (0 split)
Node number 950: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 951: 55 observations
predicted class=open expected loss=0 P(node) =0.005255614
class counts: 0 55
probabilities: 0.000 1.000
Node number 952: 17 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1764706 P(node) =0.001624462
class counts: 14 3
probabilities: 0.824 0.176
left son=1904 (14 obs) right son=1905 (3 obs)
Primary splits:
c8 < 4107.385 to the left, improve=1.750700, (0 missing)
c3 < 4022.546 to the right, improve=1.512605, (0 missing)
c6 < 4350.131 to the left, improve=1.441176, (0 missing)
c13 < 4275.643 to the left, improve=1.441176, (0 missing)
c4 < 4617.632 to the right, improve=1.191176, (0 missing)
Surrogate splits:
c6 < 4348.505 to the left, agree=0.941, adj=0.667, (0 split)
c11 < 4177.839 to the left, agree=0.941, adj=0.667, (0 split)
Node number 953: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 954: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 955: 15 observations, complexity param=0.0001063603
predicted class=open expected loss=0.06666667 P(node) =0.001433349
class counts: 1 14
probabilities: 0.067 0.933
left son=1910 (2 obs) right son=1911 (13 obs)
Primary splits:
c5 < 4134.182 to the left, improve=0.8666667, (0 missing)
c11 < 4170.338 to the left, improve=0.8666667, (0 missing)
c1 < 4285.121 to the right, improve=0.5333333, (0 missing)
c3 < 4010.895 to the left, improve=0.5333333, (0 missing)
c8 < 4061.438 to the left, improve=0.5333333, (0 missing)
Surrogate splits:
c1 < 4285.121 to the right, agree=0.933, adj=0.5, (0 split)
c8 < 4061.438 to the left, agree=0.933, adj=0.5, (0 split)
Node number 956: 9 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1111111 P(node) =0.0008600096
class counts: 8 1
probabilities: 0.889 0.111
left son=1912 (8 obs) right son=1913 (1 obs)
Primary splits:
c1 < 4269.164 to the right, improve=1.7777780, (0 missing)
c7 < 4242.984 to the left, improve=1.7777780, (0 missing)
c13 < 4278.064 to the left, improve=1.7777780, (0 missing)
c16 < 4318.085 to the right, improve=1.7777780, (0 missing)
c9 < 4214.937 to the left, improve=0.7777778, (0 missing)
Node number 957: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 958: 53 observations, complexity param=0.000709069
predicted class=open expected loss=0.2830189 P(node) =0.005064501
class counts: 15 38
probabilities: 0.283 0.717
left son=1916 (21 obs) right son=1917 (32 obs)
Primary splits:
c15 < 4585.501 to the right, improve=7.854672, (0 missing)
c4 < 4610.291 to the left, improve=5.868164, (0 missing)
c16 < 4318.404 to the right, improve=5.589434, (0 missing)
c8 < 4088.401 to the left, improve=3.351539, (0 missing)
c3 < 3979.392 to the left, improve=3.269434, (0 missing)
Surrogate splits:
c16 < 4318.404 to the right, agree=0.830, adj=0.571, (0 split)
c11 < 4182.934 to the right, agree=0.792, adj=0.476, (0 split)
c2 < 4239.604 to the right, agree=0.774, adj=0.429, (0 split)
c1 < 4277.166 to the right, agree=0.736, adj=0.333, (0 split)
c4 < 4610.291 to the left, agree=0.717, adj=0.286, (0 split)
Node number 959: 398 observations, complexity param=0.000319081
predicted class=open expected loss=0.07035176 P(node) =0.03803153
class counts: 28 370
probabilities: 0.070 0.930
left son=1918 (10 obs) right son=1919 (388 obs)
Primary splits:
c6 < 4320.035 to the left, improve=2.229374, (0 missing)
c16 < 4330.953 to the right, improve=2.127061, (0 missing)
c1 < 4296.227 to the right, improve=1.732846, (0 missing)
c3 < 4050.597 to the right, improve=1.732846, (0 missing)
c12 < 4230.309 to the left, improve=1.409998, (0 missing)
Node number 968: 13 observations
predicted class=closed expected loss=0 P(node) =0.001242236
class counts: 13 0
probabilities: 1.000 0.000
Node number 969: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 992: 24 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.08333333 P(node) =0.002293359
class counts: 22 2
probabilities: 0.917 0.083
left son=1984 (21 obs) right son=1985 (3 obs)
Primary splits:
c3 < 3992.042 to the right, improve=2.3333330, (0 missing)
c16 < 4363.323 to the left, improve=1.7536230, (0 missing)
c9 < 4199.433 to the right, improve=1.6666670, (0 missing)
c10 < 4633.518 to the left, improve=1.2666670, (0 missing)
c13 < 4292.983 to the left, improve=0.7575758, (0 missing)
Node number 993: 75 observations, complexity param=0.001223144
predicted class=closed expected loss=0.48 P(node) =0.007166746
class counts: 39 36
probabilities: 0.520 0.480
left son=1986 (41 obs) right son=1987 (34 obs)
Primary splits:
c13 < 4274.524 to the left, improve=4.801549, (0 missing)
c15 < 4567.886 to the left, improve=4.126567, (0 missing)
c6 < 4335.602 to the right, improve=3.217518, (0 missing)
c5 < 4098.704 to the right, improve=2.948523, (0 missing)
c10 < 4643.801 to the left, improve=2.897143, (0 missing)
Surrogate splits:
c7 < 4233.074 to the left, agree=0.747, adj=0.441, (0 split)
c15 < 4594.234 to the left, agree=0.720, adj=0.382, (0 split)
c1 < 4288.04 to the left, agree=0.707, adj=0.353, (0 split)
c11 < 4206.501 to the left, agree=0.693, adj=0.324, (0 split)
c16 < 4352.305 to the left, agree=0.693, adj=0.324, (0 split)
Node number 994: 53 observations, complexity param=0.001223144
predicted class=closed expected loss=0.3396226 P(node) =0.005064501
class counts: 35 18
probabilities: 0.660 0.340
left son=1988 (31 obs) right son=1989 (22 obs)
Primary splits:
c7 < 4229.348 to the right, improve=8.808776, (0 missing)
c3 < 3999.17 to the right, improve=6.358000, (0 missing)
c10 < 4621.884 to the left, improve=5.431323, (0 missing)
c6 < 4351.445 to the left, improve=3.737871, (0 missing)
c16 < 4354.966 to the right, improve=2.736955, (0 missing)
Surrogate splits:
c9 < 4192.741 to the right, agree=0.755, adj=0.409, (0 split)
c6 < 4350.366 to the left, agree=0.736, adj=0.364, (0 split)
c3 < 4051.723 to the left, agree=0.717, adj=0.318, (0 split)
c15 < 4586.579 to the right, agree=0.698, adj=0.273, (0 split)
c13 < 4262.36 to the right, agree=0.679, adj=0.227, (0 split)
Node number 995: 154 observations, complexity param=0.001223144
predicted class=open expected loss=0.2467532 P(node) =0.01471572
class counts: 38 116
probabilities: 0.247 0.753
left son=1990 (50 obs) right son=1991 (104 obs)
Primary splits:
c6 < 4348.134 to the right, improve=6.733676, (0 missing)
c13 < 4260.619 to the left, improve=4.832468, (0 missing)
c9 < 4203.018 to the left, improve=4.229191, (0 missing)
c10 < 4627.762 to the left, improve=3.168874, (0 missing)
c15 < 4598.623 to the left, improve=3.117024, (0 missing)
Surrogate splits:
c5 < 4129.806 to the right, agree=0.708, adj=0.10, (0 split)
c9 < 4187.859 to the left, agree=0.701, adj=0.08, (0 split)
c4 < 4632.957 to the right, agree=0.695, adj=0.06, (0 split)
c15 < 4622.336 to the right, agree=0.695, adj=0.06, (0 split)
c3 < 4049.723 to the right, agree=0.688, adj=0.04, (0 split)
Node number 998: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=1996 (2 obs) right son=1997 (1 obs)
Primary splits:
c1 < 4267.959 to the right, improve=1.333333, (0 missing)
c2 < 4245.616 to the right, improve=1.333333, (0 missing)
c3 < 3995.018 to the right, improve=1.333333, (0 missing)
c4 < 4625.799 to the right, improve=1.333333, (0 missing)
c6 < 4345.234 to the left, improve=1.333333, (0 missing)
Node number 999: 75 observations, complexity param=0.0002836276
predicted class=open expected loss=0.06666667 P(node) =0.007166746
class counts: 5 70
probabilities: 0.067 0.933
left son=1998 (20 obs) right son=1999 (55 obs)
Primary splits:
c15 < 4559.264 to the left, improve=1.8333330, (0 missing)
c5 < 4124.572 to the right, improve=1.6060610, (0 missing)
c7 < 4203.833 to the left, improve=1.2564100, (0 missing)
c13 < 4272.997 to the right, improve=0.7501952, (0 missing)
c2 < 4250.597 to the right, improve=0.6049189, (0 missing)
Surrogate splits:
c11 < 4175.044 to the left, agree=0.907, adj=0.65, (0 split)
c7 < 4209.232 to the left, agree=0.880, adj=0.55, (0 split)
c16 < 4308.919 to the left, agree=0.827, adj=0.35, (0 split)
c9 < 4186.143 to the left, agree=0.800, adj=0.25, (0 split)
c10 < 4599.734 to the left, agree=0.800, adj=0.25, (0 split)
Node number 1002: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 1003: 33 observations, complexity param=0.0008508828
predicted class=open expected loss=0.2727273 P(node) =0.003153368
class counts: 9 24
probabilities: 0.273 0.727
left son=2006 (4 obs) right son=2007 (29 obs)
Primary splits:
c11 < 4206.049 to the left, improve=4.815047, (0 missing)
c16 < 4336.63 to the left, improve=3.490909, (0 missing)
c7 < 4258.798 to the right, improve=3.029371, (0 missing)
c12 < 4247.737 to the right, improve=2.252199, (0 missing)
c13 < 4259.968 to the left, improve=2.252199, (0 missing)
Surrogate splits:
c16 < 4336.63 to the left, agree=0.970, adj=0.75, (0 split)
c13 < 4259.968 to the left, agree=0.939, adj=0.50, (0 split)
Node number 1004: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.0006688963
class counts: 6 1
probabilities: 0.857 0.143
left son=2008 (6 obs) right son=2009 (1 obs)
Primary splits:
c2 < 4272.241 to the left, improve=1.714286, (0 missing)
c3 < 4048.717 to the left, improve=1.714286, (0 missing)
c4 < 4635.015 to the right, improve=1.714286, (0 missing)
c5 < 4141.472 to the left, improve=1.714286, (0 missing)
c9 < 4214.844 to the left, improve=1.714286, (0 missing)
Node number 1005: 20 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2 P(node) =0.001911132
class counts: 4 16
probabilities: 0.200 0.800
left son=2010 (2 obs) right son=2011 (18 obs)
Primary splits:
c6 < 4345.94 to the left, improve=2.844444, (0 missing)
c9 < 4216.867 to the right, improve=2.844444, (0 missing)
c11 < 4204.999 to the left, improve=2.133333, (0 missing)
c4 < 4639.515 to the left, improve=1.600000, (0 missing)
c8 < 4100.125 to the right, improve=1.347368, (0 missing)
Node number 1006: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=2012 (2 obs) right son=2013 (1 obs)
Primary splits:
c1 < 4280.86 to the left, improve=1.333333, (0 missing)
c2 < 4256.184 to the right, improve=1.333333, (0 missing)
c3 < 4020.791 to the left, improve=1.333333, (0 missing)
c5 < 4127.888 to the right, improve=1.333333, (0 missing)
c6 < 4350.814 to the left, improve=1.333333, (0 missing)
Node number 1007: 214 observations, complexity param=0.0002481741
predicted class=open expected loss=0.07943925 P(node) =0.02044912
class counts: 17 197
probabilities: 0.079 0.921
left son=2014 (7 obs) right son=2015 (207 obs)
Primary splits:
c4 < 4658.853 to the right, improve=1.7642140, (0 missing)
c2 < 4233.035 to the left, improve=1.7028210, (0 missing)
c3 < 4006.838 to the left, improve=1.3028640, (0 missing)
c6 < 4386.034 to the right, improve=1.0061360, (0 missing)
c5 < 4121.371 to the left, improve=0.8367638, (0 missing)
Surrogate splits:
c5 < 4174.35 to the right, agree=0.977, adj=0.286, (0 split)
Node number 1012: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 1013: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1014: 55 observations, complexity param=0.0006381621
predicted class=open expected loss=0.3454545 P(node) =0.005255614
class counts: 19 36
probabilities: 0.345 0.655
left son=2028 (22 obs) right son=2029 (33 obs)
Primary splits:
c9 < 4194.584 to the left, improve=4.418182, (0 missing)
c13 < 4260.876 to the left, improve=3.167301, (0 missing)
c5 < 4100.953 to the left, improve=2.718881, (0 missing)
c2 < 4266.788 to the left, improve=2.455145, (0 missing)
c8 < 4063.088 to the left, improve=2.327273, (0 missing)
Surrogate splits:
c10 < 4607.013 to the left, agree=0.745, adj=0.364, (0 split)
c1 < 4294.077 to the right, agree=0.727, adj=0.318, (0 split)
c2 < 4247.738 to the left, agree=0.691, adj=0.227, (0 split)
c7 < 4222.225 to the left, agree=0.691, adj=0.227, (0 split)
c13 < 4262.072 to the left, agree=0.691, adj=0.227, (0 split)
Node number 1015: 121 observations, complexity param=0.0006381621
predicted class=open expected loss=0.1322314 P(node) =0.01156235
class counts: 16 105
probabilities: 0.132 0.868
left son=2030 (34 obs) right son=2031 (87 obs)
Primary splits:
c11 < 4173.054 to the left, improve=3.460955, (0 missing)
c15 < 4555.553 to the left, improve=2.083290, (0 missing)
c7 < 4215.358 to the right, improve=2.059411, (0 missing)
c16 < 4285.014 to the left, improve=1.601706, (0 missing)
c1 < 4278.849 to the left, improve=1.333812, (0 missing)
Surrogate splits:
c15 < 4549.748 to the left, agree=0.860, adj=0.500, (0 split)
c1 < 4245.542 to the left, agree=0.835, adj=0.412, (0 split)
c16 < 4289.764 to the left, agree=0.835, adj=0.412, (0 split)
c7 < 4202.452 to the left, agree=0.826, adj=0.382, (0 split)
c13 < 4240.223 to the left, agree=0.802, adj=0.294, (0 split)
Node number 1016: 12 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.08333333 P(node) =0.001146679
class counts: 11 1
probabilities: 0.917 0.083
left son=2032 (11 obs) right son=2033 (1 obs)
Primary splits:
c7 < 4244.203 to the left, improve=1.8333330, (0 missing)
c12 < 4216.218 to the right, improve=1.8333330, (0 missing)
c10 < 4625.246 to the left, improve=0.8333333, (0 missing)
c11 < 4219.639 to the left, improve=0.8333333, (0 missing)
c13 < 4287.4 to the left, improve=0.5000000, (0 missing)
Node number 1017: 5 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2 P(node) =0.0004777831
class counts: 1 4
probabilities: 0.200 0.800
left son=2034 (1 obs) right son=2035 (4 obs)
Primary splits:
c4 < 4636.538 to the right, improve=1.6, (0 missing)
c5 < 4127.972 to the left, improve=1.6, (0 missing)
c7 < 4250.658 to the right, improve=1.6, (0 missing)
c9 < 4203.537 to the left, improve=1.6, (0 missing)
c11 < 4227.026 to the right, improve=1.6, (0 missing)
Node number 1018: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1019: 26 observations, complexity param=0.0002127207
predicted class=open expected loss=0.07692308 P(node) =0.002484472
class counts: 2 24
probabilities: 0.077 0.923
left son=2038 (5 obs) right son=2039 (21 obs)
Primary splits:
c7 < 4222.724 to the left, improve=1.2923080, (0 missing)
c15 < 4616.422 to the right, improve=1.0256410, (0 missing)
c5 < 4141.088 to the right, improve=0.8351648, (0 missing)
c11 < 4200.14 to the left, improve=0.8351648, (0 missing)
c6 < 4350.612 to the right, improve=0.6923077, (0 missing)
Node number 1020: 19 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.4210526 P(node) =0.001815576
class counts: 11 8
probabilities: 0.579 0.421
left son=2040 (11 obs) right son=2041 (8 obs)
Primary splits:
c7 < 4237.936 to the right, improve=2.990431, (0 missing)
c1 < 4310.013 to the left, improve=1.498452, (0 missing)
c4 < 4636.719 to the left, improve=1.498452, (0 missing)
c13 < 4268.007 to the right, improve=1.498452, (0 missing)
c8 < 4056.594 to the left, improve=1.263158, (0 missing)
Surrogate splits:
c4 < 4630.515 to the left, agree=0.789, adj=0.500, (0 split)
c10 < 4634.942 to the right, agree=0.789, adj=0.500, (0 split)
c2 < 4259.81 to the left, agree=0.737, adj=0.375, (0 split)
c1 < 4310.013 to the left, agree=0.684, adj=0.250, (0 split)
c5 < 4129.789 to the left, agree=0.684, adj=0.250, (0 split)
Node number 1021: 65 observations, complexity param=0.000319081
predicted class=open expected loss=0.09230769 P(node) =0.00621118
class counts: 6 59
probabilities: 0.092 0.908
left son=2042 (23 obs) right son=2043 (42 obs)
Primary splits:
c4 < 4627.947 to the left, improve=2.022742, (0 missing)
c2 < 4276.794 to the right, improve=1.673558, (0 missing)
c13 < 4257.698 to the left, improve=1.673558, (0 missing)
c8 < 4070.025 to the left, improve=1.185641, (0 missing)
c12 < 4253.046 to the right, improve=1.025641, (0 missing)
Surrogate splits:
c6 < 4340.795 to the left, agree=0.769, adj=0.348, (0 split)
c10 < 4630.17 to the left, agree=0.708, adj=0.174, (0 split)
c7 < 4249.529 to the right, agree=0.692, adj=0.130, (0 split)
c8 < 4070.025 to the left, agree=0.692, adj=0.130, (0 split)
c1 < 4295.14 to the right, agree=0.677, adj=0.087, (0 split)
Node number 1022: 7 observations, complexity param=0.0003545345
predicted class=open expected loss=0.4285714 P(node) =0.0006688963
class counts: 3 4
probabilities: 0.429 0.571
left son=2044 (3 obs) right son=2045 (4 obs)
Primary splits:
c9 < 4194.345 to the right, improve=3.428571, (0 missing)
c11 < 4198.784 to the right, improve=3.428571, (0 missing)
c15 < 4595.948 to the right, improve=3.428571, (0 missing)
c1 < 4280.72 to the right, improve=1.928571, (0 missing)
c3 < 4007.287 to the right, improve=1.928571, (0 missing)
Surrogate splits:
c11 < 4198.784 to the right, agree=1.000, adj=1.000, (0 split)
c15 < 4595.948 to the right, agree=1.000, adj=1.000, (0 split)
c1 < 4280.72 to the right, agree=0.857, adj=0.667, (0 split)
c2 < 4249.205 to the right, agree=0.857, adj=0.667, (0 split)
c3 < 4007.287 to the right, agree=0.857, adj=0.667, (0 split)
Node number 1023: 586 observations, complexity param=0.0003545345
predicted class=open expected loss=0.05802048 P(node) =0.05599618
class counts: 34 552
probabilities: 0.058 0.942
left son=2046 (1 obs) right son=2047 (585 obs)
Primary splits:
c10 < 4582.379 to the left, improve=1.7776840, (0 missing)
c1 < 4283.896 to the left, improve=1.4754340, (0 missing)
c5 < 4144.085 to the right, improve=0.8348195, (0 missing)
c12 < 4191.534 to the left, improve=0.7840596, (0 missing)
c16 < 4325.427 to the left, improve=0.7004617, (0 missing)
Node number 1024: 186 observations
predicted class=closed expected loss=0 P(node) =0.01777353
class counts: 186 0
probabilities: 1.000 0.000
Node number 1025: 41 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.02439024 P(node) =0.003917821
class counts: 40 1
probabilities: 0.976 0.024
left son=2050 (40 obs) right son=2051 (1 obs)
Primary splits:
c12 < 4214.571 to the left, improve=1.9512200, (0 missing)
c8 < 4082.416 to the right, improve=0.4512195, (0 missing)
c13 < 4292.533 to the right, improve=0.1734417, (0 missing)
c2 < 4267.954 to the left, improve=0.1330377, (0 missing)
c7 < 4256.032 to the left, improve=0.1178862, (0 missing)
Node number 1026: 31 observations, complexity param=0.0001276324
predicted class=closed expected loss=0.03225806 P(node) =0.002962255
class counts: 30 1
probabilities: 0.968 0.032
left son=2052 (30 obs) right son=2053 (1 obs)
Primary splits:
c7 < 4264.055 to the left, improve=1.9354840, (0 missing)
c9 < 4233.169 to the left, improve=1.9354840, (0 missing)
c4 < 4630.882 to the left, improve=0.9354839, (0 missing)
c12 < 4257.019 to the left, improve=0.9354839, (0 missing)
c5 < 4083.546 to the right, improve=0.3354839, (0 missing)
Node number 1027: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1034: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 1035: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 1038: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1039: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 1084: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1085: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1266: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1267: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 1280: 337 observations, complexity param=0.0002481741
predicted class=closed expected loss=0.03560831 P(node) =0.03220258
class counts: 325 12
probabilities: 0.964 0.036
left son=2560 (228 obs) right son=2561 (109 obs)
Primary splits:
c8 < 4105.224 to the right, improve=1.0153510, (0 missing)
c4 < 4641.023 to the left, improve=0.9356610, (0 missing)
c5 < 4164.174 to the left, improve=0.7750735, (0 missing)
c2 < 4285.433 to the left, improve=0.7376802, (0 missing)
c13 < 4270.612 to the right, improve=0.5366182, (0 missing)
Surrogate splits:
c9 < 4198.795 to the right, agree=0.709, adj=0.101, (0 split)
c3 < 4001.738 to the right, agree=0.706, adj=0.092, (0 split)
c5 < 4106.486 to the right, agree=0.694, adj=0.055, (0 split)
c11 < 4192.474 to the right, agree=0.694, adj=0.055, (0 split)
c6 < 4332.603 to the right, agree=0.691, adj=0.046, (0 split)
Node number 1281: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1288: 34 observations
predicted class=closed expected loss=0 P(node) =0.003248925
class counts: 34 0
probabilities: 1.000 0.000
Node number 1289: 18 observations, complexity param=0.0003722612
predicted class=closed expected loss=0.2777778 P(node) =0.001720019
class counts: 13 5
probabilities: 0.722 0.278
left son=2578 (14 obs) right son=2579 (4 obs)
Primary splits:
c16 < 4382.207 to the right, improve=5.365079, (0 missing)
c1 < 4315.788 to the right, improve=2.777778, (0 missing)
c10 < 4641.238 to the left, improve=2.347222, (0 missing)
c7 < 4248.437 to the left, improve=2.293651, (0 missing)
c5 < 4117.931 to the left, improve=2.222222, (0 missing)
Surrogate splits:
c10 < 4641.238 to the left, agree=0.889, adj=0.50, (0 split)
c4 < 4639.651 to the left, agree=0.833, adj=0.25, (0 split)
Node number 1290: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1291: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 1294: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1295: 19 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1578947 P(node) =0.001815576
class counts: 3 16
probabilities: 0.158 0.842
left son=2590 (2 obs) right son=2591 (17 obs)
Primary splits:
c5 < 4169.652 to the right, improve=3.170279, (0 missing)
c11 < 4213.567 to the left, improve=2.052632, (0 missing)
c4 < 4653.834 to the right, improve=1.844298, (0 missing)
c6 < 4376.836 to the right, improve=1.497076, (0 missing)
c9 < 4192.576 to the left, improve=1.497076, (0 missing)
Node number 1296: 95 observations
predicted class=closed expected loss=0 P(node) =0.009077879
class counts: 95 0
probabilities: 1.000 0.000
Node number 1297: 11 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.1818182 P(node) =0.001051123
class counts: 9 2
probabilities: 0.818 0.182
left son=2594 (8 obs) right son=2595 (3 obs)
Primary splits:
c16 < 4414.553 to the right, improve=1.939394, (0 missing)
c1 < 4355.157 to the left, improve=1.472727, (0 missing)
c2 < 4334.422 to the left, improve=1.472727, (0 missing)
c3 < 4061.336 to the left, improve=1.472727, (0 missing)
c4 < 4701.603 to the left, improve=1.472727, (0 missing)
Surrogate splits:
c12 < 4223.657 to the right, agree=0.909, adj=0.667, (0 split)
c4 < 4684.038 to the left, agree=0.818, adj=0.333, (0 split)
c7 < 4283.981 to the left, agree=0.818, adj=0.333, (0 split)
Node number 1300: 33 observations
predicted class=closed expected loss=0 P(node) =0.003153368
class counts: 33 0
probabilities: 1.000 0.000
Node number 1301: 3 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=2602 (2 obs) right son=2603 (1 obs)
Primary splits:
c2 < 4355.941 to the right, improve=1.333333, (0 missing)
c3 < 4083.126 to the right, improve=1.333333, (0 missing)
c5 < 4200.436 to the right, improve=1.333333, (0 missing)
c6 < 4419.792 to the right, improve=1.333333, (0 missing)
c7 < 4309.922 to the right, improve=1.333333, (0 missing)
Node number 1302: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=2604 (4 obs) right son=2605 (1 obs)
Primary splits:
c2 < 4346.499 to the left, improve=1.6, (0 missing)
c5 < 4165.046 to the right, improve=1.6, (0 missing)
c6 < 4390.584 to the right, improve=1.6, (0 missing)
c8 < 4114.075 to the right, improve=1.6, (0 missing)
c12 < 4220.457 to the right, improve=1.6, (0 missing)
Node number 1303: 22 observations, complexity param=0.0004254414
predicted class=open expected loss=0.09090909 P(node) =0.002102246
class counts: 2 20
probabilities: 0.091 0.909
left son=2606 (2 obs) right son=2607 (20 obs)
Primary splits:
c16 < 4446.447 to the right, improve=3.6363640, (0 missing)
c15 < 4686.814 to the right, improve=2.3030300, (0 missing)
c8 < 4153.485 to the right, improve=1.7316020, (0 missing)
c4 < 4686.829 to the left, improve=0.7363636, (0 missing)
c6 < 4418.9 to the right, improve=0.7363636, (0 missing)
Surrogate splits:
c15 < 4686.814 to the right, agree=0.955, adj=0.5, (0 split)
Node number 1408: 117 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.08547009 P(node) =0.01118012
class counts: 107 10
probabilities: 0.915 0.085
left son=2816 (104 obs) right son=2817 (13 obs)
Primary splits:
c3 < 4016.518 to the left, improve=2.617521, (0 missing)
c10 < 4572.304 to the right, improve=1.687150, (0 missing)
c12 < 4189.435 to the right, improve=1.687150, (0 missing)
c13 < 4256.464 to the right, improve=1.687150, (0 missing)
c8 < 4070.85 to the left, improve=1.661191, (0 missing)
Surrogate splits:
c10 < 4581.164 to the right, agree=0.897, adj=0.077, (0 split)
Node number 1409: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 1410: 240 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.2458333 P(node) =0.02293359
class counts: 181 59
probabilities: 0.754 0.246
left son=2820 (174 obs) right son=2821 (66 obs)
Primary splits:
c2 < 4264.754 to the right, improve=4.852691, (0 missing)
c8 < 4072.915 to the left, improve=4.061308, (0 missing)
c13 < 4288.389 to the right, improve=4.028344, (0 missing)
c7 < 4217.87 to the right, improve=2.877632, (0 missing)
c1 < 4329.463 to the right, improve=2.859156, (0 missing)
Surrogate splits:
c7 < 4217.87 to the right, agree=0.750, adj=0.091, (0 split)
c1 < 4303.342 to the right, agree=0.733, adj=0.030, (0 split)
c13 < 4265.643 to the right, agree=0.733, adj=0.030, (0 split)
c3 < 3989.359 to the right, agree=0.729, adj=0.015, (0 split)
c4 < 4590.069 to the right, agree=0.729, adj=0.015, (0 split)
Node number 1411: 15 observations, complexity param=0.0006381621
predicted class=open expected loss=0.2 P(node) =0.001433349
class counts: 3 12
probabilities: 0.200 0.800
left son=2822 (3 obs) right son=2823 (12 obs)
Primary splits:
c8 < 4076.128 to the right, improve=4.800000, (0 missing)
c1 < 4370.402 to the right, improve=3.300000, (0 missing)
c16 < 4431.266 to the right, improve=3.300000, (0 missing)
c6 < 4346.35 to the right, improve=2.953846, (0 missing)
c11 < 4229.206 to the right, improve=2.400000, (0 missing)
Surrogate splits:
c1 < 4370.402 to the right, agree=0.933, adj=0.667, (0 split)
c6 < 4346.35 to the right, agree=0.933, adj=0.667, (0 split)
c16 < 4431.266 to the right, agree=0.933, adj=0.667, (0 split)
c2 < 4258.275 to the left, agree=0.867, adj=0.333, (0 split)
c11 < 4229.206 to the right, agree=0.867, adj=0.333, (0 split)
Node number 1412: 117 observations, complexity param=0.0007445224
predicted class=closed expected loss=0.2735043 P(node) =0.01118012
class counts: 85 32
probabilities: 0.726 0.274
left son=2824 (69 obs) right son=2825 (48 obs)
Primary splits:
c4 < 4611.149 to the left, improve=3.336306, (0 missing)
c11 < 4178.333 to the right, improve=2.893129, (0 missing)
c13 < 4284.324 to the left, improve=2.369256, (0 missing)
c12 < 4249.802 to the left, improve=2.182595, (0 missing)
c1 < 4302.552 to the left, improve=2.147900, (0 missing)
Surrogate splits:
c6 < 4339.343 to the left, agree=0.650, adj=0.146, (0 split)
c15 < 4584.486 to the right, agree=0.624, adj=0.083, (0 split)
c12 < 4252.688 to the left, agree=0.615, adj=0.063, (0 split)
c13 < 4264.754 to the right, agree=0.615, adj=0.063, (0 split)
c1 < 4277.852 to the right, agree=0.607, adj=0.042, (0 split)
Node number 1413: 19 observations, complexity param=0.0008508828
predicted class=open expected loss=0.3684211 P(node) =0.001815576
class counts: 7 12
probabilities: 0.368 0.632
left son=2826 (6 obs) right son=2827 (13 obs)
Primary splits:
c16 < 4371.819 to the right, improve=3.790823, (0 missing)
c11 < 4201.23 to the right, improve=2.264327, (0 missing)
c13 < 4280.095 to the right, improve=2.264327, (0 missing)
c4 < 4608.988 to the right, improve=1.842105, (0 missing)
c8 < 4065.063 to the right, improve=1.842105, (0 missing)
Surrogate splits:
c12 < 4218.327 to the left, agree=0.842, adj=0.500, (0 split)
c3 < 4005.802 to the right, agree=0.789, adj=0.333, (0 split)
c7 < 4230.707 to the right, agree=0.789, adj=0.333, (0 split)
c8 < 4089.779 to the right, agree=0.789, adj=0.333, (0 split)
c9 < 4213.302 to the right, agree=0.737, adj=0.167, (0 split)
Node number 1414: 16 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.375 P(node) =0.001528906
class counts: 10 6
probabilities: 0.625 0.375
left son=2828 (10 obs) right son=2829 (6 obs)
Primary splits:
c13 < 4288.984 to the left, improve=4.033333, (0 missing)
c2 < 4270.939 to the left, improve=2.000000, (0 missing)
c9 < 4204.609 to the left, improve=2.000000, (0 missing)
c15 < 4619.869 to the left, improve=1.785714, (0 missing)
c3 < 4013.871 to the right, improve=1.500000, (0 missing)
Surrogate splits:
c2 < 4277.096 to the left, agree=0.812, adj=0.500, (0 split)
c7 < 4239.463 to the right, agree=0.812, adj=0.500, (0 split)
c1 < 4296.804 to the left, agree=0.750, adj=0.333, (0 split)
c9 < 4204.609 to the left, agree=0.750, adj=0.333, (0 split)
c10 < 4627.983 to the left, agree=0.750, adj=0.333, (0 split)
Node number 1415: 29 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2068966 P(node) =0.002771142
class counts: 6 23
probabilities: 0.207 0.793
left son=2830 (10 obs) right son=2831 (19 obs)
Primary splits:
c13 < 4287.652 to the right, improve=2.622505, (0 missing)
c7 < 4239.136 to the left, improve=2.452306, (0 missing)
c5 < 4130.952 to the right, improve=1.414677, (0 missing)
c9 < 4217.18 to the right, improve=1.414677, (0 missing)
c11 < 4220.128 to the right, improve=1.414677, (0 missing)
Surrogate splits:
c7 < 4237.834 to the left, agree=0.793, adj=0.4, (0 split)
c11 < 4218.174 to the right, agree=0.793, adj=0.4, (0 split)
c16 < 4366.357 to the left, agree=0.793, adj=0.4, (0 split)
c1 < 4285.83 to the left, agree=0.759, adj=0.3, (0 split)
c5 < 4130.952 to the right, agree=0.759, adj=0.3, (0 split)
Node number 1424: 35 observations
predicted class=closed expected loss=0 P(node) =0.003344482
class counts: 35 0
probabilities: 1.000 0.000
Node number 1425: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1426: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1427: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 1436: 45 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.3777778 P(node) =0.004300048
class counts: 28 17
probabilities: 0.622 0.378
left son=2872 (23 obs) right son=2873 (22 obs)
Primary splits:
c9 < 4198.698 to the left, improve=3.910496, (0 missing)
c4 < 4608.829 to the right, improve=3.617094, (0 missing)
c8 < 4083.655 to the left, improve=3.399458, (0 missing)
c12 < 4229.707 to the right, improve=2.661628, (0 missing)
c11 < 4237.359 to the left, improve=2.488889, (0 missing)
Surrogate splits:
c7 < 4231.149 to the left, agree=0.711, adj=0.409, (0 split)
c10 < 4612.835 to the left, agree=0.711, adj=0.409, (0 split)
c8 < 4081.636 to the left, agree=0.667, adj=0.318, (0 split)
c13 < 4279.98 to the left, agree=0.667, adj=0.318, (0 split)
c1 < 4322.785 to the right, agree=0.644, adj=0.273, (0 split)
Node number 1437: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1 P(node) =0.0009555662
class counts: 1 9
probabilities: 0.100 0.900
left son=2874 (1 obs) right son=2875 (9 obs)
Primary splits:
c7 < 4205.992 to the left, improve=1.8, (0 missing)
c11 < 4191.043 to the left, improve=1.8, (0 missing)
c13 < 4292.158 to the right, improve=1.8, (0 missing)
c16 < 4402.634 to the right, improve=1.8, (0 missing)
c2 < 4276.347 to the right, improve=0.8, (0 missing)
Node number 1438: 70 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3714286 P(node) =0.006688963
class counts: 26 44
probabilities: 0.371 0.629
left son=2876 (8 obs) right son=2877 (62 obs)
Primary splits:
c15 < 4597.774 to the left, improve=2.588940, (0 missing)
c6 < 4337.718 to the right, improve=2.519048, (0 missing)
c11 < 4170.415 to the right, improve=2.492166, (0 missing)
c13 < 4283.339 to the right, improve=2.002381, (0 missing)
c8 < 4062.999 to the right, improve=1.828571, (0 missing)
Surrogate splits:
c4 < 4587.972 to the left, agree=0.9, adj=0.125, (0 split)
Node number 1439: 76 observations, complexity param=0.000319081
predicted class=open expected loss=0.1184211 P(node) =0.007262303
class counts: 9 67
probabilities: 0.118 0.882
left son=2878 (10 obs) right son=2879 (66 obs)
Primary splits:
c10 < 4592.064 to the left, improve=3.353270, (0 missing)
c5 < 4153.941 to the right, improve=1.896992, (0 missing)
c9 < 4161.192 to the left, improve=1.575088, (0 missing)
c11 < 4213.99 to the right, improve=1.338478, (0 missing)
c3 < 4058.608 to the right, improve=1.229532, (0 missing)
Surrogate splits:
c9 < 4175.165 to the left, agree=0.934, adj=0.5, (0 split)
c1 < 4445.64 to the right, agree=0.882, adj=0.1, (0 split)
c2 < 4310.727 to the right, agree=0.882, adj=0.1, (0 split)
c5 < 4156.193 to the right, agree=0.882, adj=0.1, (0 split)
Node number 1440: 80 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.025 P(node) =0.007644529
class counts: 78 2
probabilities: 0.975 0.025
left son=2880 (78 obs) right son=2881 (2 obs)
Primary splits:
c15 < 4745.405 to the left, improve=0.9256410, (0 missing)
c16 < 4493.26 to the left, improve=0.5926407, (0 missing)
c1 < 4383.305 to the left, improve=0.4714286, (0 missing)
c3 < 4018.065 to the left, improve=0.4714286, (0 missing)
c9 < 4220.39 to the left, improve=0.3444444, (0 missing)
Surrogate splits:
c16 < 4493.26 to the left, agree=0.988, adj=0.5, (0 split)
Node number 1441: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1448: 22 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1363636 P(node) =0.002102246
class counts: 19 3
probabilities: 0.864 0.136
left son=2896 (21 obs) right son=2897 (1 obs)
Primary splits:
c12 < 4323.279 to the left, improve=1.5627710, (0 missing)
c9 < 4185.587 to the right, improve=1.2929290, (0 missing)
c5 < 4145.65 to the left, improve=0.9818182, (0 missing)
c13 < 4305.887 to the left, improve=0.9818182, (0 missing)
c3 < 4052.655 to the left, improve=0.8994652, (0 missing)
Node number 1449: 13 observations, complexity param=0.0006381621
predicted class=open expected loss=0.3076923 P(node) =0.001242236
class counts: 4 9
probabilities: 0.308 0.692
left son=2898 (5 obs) right son=2899 (8 obs)
Primary splits:
c8 < 4077.329 to the right, improve=3.938462, (0 missing)
c9 < 4201.391 to the right, improve=3.938462, (0 missing)
c7 < 4229.687 to the right, improve=2.871795, (0 missing)
c5 < 4136.876 to the left, improve=2.260684, (0 missing)
c11 < 4220.104 to the right, improve=2.109890, (0 missing)
Surrogate splits:
c7 < 4229.687 to the right, agree=0.923, adj=0.8, (0 split)
c9 < 4201.391 to the right, agree=0.846, adj=0.6, (0 split)
c11 < 4220.104 to the right, agree=0.846, adj=0.6, (0 split)
c1 < 4408.59 to the right, agree=0.769, adj=0.4, (0 split)
c3 < 4035.32 to the left, agree=0.769, adj=0.4, (0 split)
Node number 1450: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=2900 (2 obs) right son=2901 (1 obs)
Primary splits:
c1 < 4320.526 to the right, improve=1.333333, (0 missing)
c2 < 4284.915 to the right, improve=1.333333, (0 missing)
c3 < 4030.052 to the right, improve=1.333333, (0 missing)
c7 < 4260.169 to the left, improve=1.333333, (0 missing)
c8 < 4088.352 to the right, improve=1.333333, (0 missing)
Node number 1451: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 1456: 298 observations, complexity param=0.002552648
predicted class=closed expected loss=0.3590604 P(node) =0.02847587
class counts: 191 107
probabilities: 0.641 0.359
left son=2912 (282 obs) right son=2913 (16 obs)
Primary splits:
c1 < 4339.954 to the left, improve=9.001499, (0 missing)
c9 < 4211.815 to the right, improve=7.167418, (0 missing)
c11 < 4174.2 to the right, improve=6.055518, (0 missing)
c10 < 4608.467 to the right, improve=6.034475, (0 missing)
c7 < 4232.986 to the right, improve=5.559501, (0 missing)
Surrogate splits:
c9 < 4173.659 to the right, agree=0.953, adj=0.125, (0 split)
c16 < 4396.79 to the left, agree=0.953, adj=0.125, (0 split)
Node number 1457: 109 observations, complexity param=0.002127207
predicted class=open expected loss=0.3302752 P(node) =0.01041567
class counts: 36 73
probabilities: 0.330 0.670
left son=2914 (12 obs) right son=2915 (97 obs)
Primary splits:
c15 < 4635.807 to the right, improve=9.273448, (0 missing)
c3 < 4048.483 to the right, improve=4.751111, (0 missing)
c6 < 4368.711 to the right, improve=4.700953, (0 missing)
c12 < 4253.902 to the right, improve=4.152957, (0 missing)
c16 < 4387.265 to the right, improve=3.869222, (0 missing)
Surrogate splits:
c6 < 4370.313 to the right, agree=0.927, adj=0.333, (0 split)
c7 < 4261.807 to the right, agree=0.927, adj=0.333, (0 split)
c9 < 4225.3 to the right, agree=0.917, adj=0.250, (0 split)
Node number 1458: 106 observations, complexity param=0.002765369
predicted class=open expected loss=0.4811321 P(node) =0.010129
class counts: 51 55
probabilities: 0.481 0.519
left son=2916 (36 obs) right son=2917 (70 obs)
Primary splits:
c3 < 4005.251 to the left, improve=15.741990, (0 missing)
c10 < 4608.914 to the right, improve= 7.869650, (0 missing)
c15 < 4626.765 to the right, improve= 6.458690, (0 missing)
c5 < 4114.213 to the left, improve= 5.445354, (0 missing)
c6 < 4336.091 to the left, improve= 3.904258, (0 missing)
Surrogate splits:
c5 < 4110.318 to the left, agree=0.745, adj=0.250, (0 split)
c15 < 4626.765 to the right, agree=0.736, adj=0.222, (0 split)
c8 < 4083.052 to the right, agree=0.726, adj=0.194, (0 split)
c16 < 4383.293 to the right, agree=0.717, adj=0.167, (0 split)
c4 < 4635.531 to the right, agree=0.689, adj=0.083, (0 split)
Node number 1459: 194 observations, complexity param=0.0008508828
predicted class=open expected loss=0.2525773 P(node) =0.01853798
class counts: 49 145
probabilities: 0.253 0.747
left son=2918 (58 obs) right son=2919 (136 obs)
Primary splits:
c5 < 4118.086 to the right, improve=5.269735, (0 missing)
c3 < 4006.089 to the right, improve=4.152362, (0 missing)
c13 < 4281.868 to the left, improve=3.972980, (0 missing)
c6 < 4352.528 to the right, improve=3.642625, (0 missing)
c11 < 4187.75 to the right, improve=3.329294, (0 missing)
Surrogate splits:
c2 < 4261.859 to the left, agree=0.716, adj=0.052, (0 split)
c7 < 4218.821 to the left, agree=0.716, adj=0.052, (0 split)
c15 < 4626.897 to the right, agree=0.716, adj=0.052, (0 split)
c4 < 4639.465 to the right, agree=0.711, adj=0.034, (0 split)
c8 < 4048.771 to the left, agree=0.711, adj=0.034, (0 split)
Node number 1460: 20 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.25 P(node) =0.001911132
class counts: 15 5
probabilities: 0.750 0.250
left son=2920 (18 obs) right son=2921 (2 obs)
Primary splits:
c3 < 4038.8 to the left, improve=2.500000, (0 missing)
c10 < 4640.982 to the left, improve=2.500000, (0 missing)
c6 < 4357.425 to the right, improve=1.666667, (0 missing)
c13 < 4301.534 to the left, improve=1.633333, (0 missing)
c1 < 4319.002 to the right, improve=1.237374, (0 missing)
Node number 1461: 61 observations, complexity param=0.0006381621
predicted class=open expected loss=0.1803279 P(node) =0.005828954
class counts: 11 50
probabilities: 0.180 0.820
left son=2922 (11 obs) right son=2923 (50 obs)
Primary splits:
c2 < 4288.229 to the right, improve=5.581878, (0 missing)
c1 < 4316.582 to the right, improve=4.088342, (0 missing)
c9 < 4221.762 to the right, improve=3.147938, (0 missing)
c5 < 4123.868 to the right, improve=2.573327, (0 missing)
c15 < 4607.282 to the right, improve=1.660694, (0 missing)
Surrogate splits:
c11 < 4223.464 to the right, agree=0.869, adj=0.273, (0 split)
c12 < 4271.512 to the right, agree=0.852, adj=0.182, (0 split)
c1 < 4326.389 to the right, agree=0.836, adj=0.091, (0 split)
c3 < 4041.619 to the right, agree=0.836, adj=0.091, (0 split)
c5 < 4144.553 to the right, agree=0.836, adj=0.091, (0 split)
Node number 1462: 7 observations, complexity param=0.000319081
predicted class=open expected loss=0.4285714 P(node) =0.0006688963
class counts: 3 4
probabilities: 0.429 0.571
left son=2924 (3 obs) right son=2925 (4 obs)
Primary splits:
c3 < 4010.336 to the right, improve=3.428571, (0 missing)
c12 < 4235.101 to the right, improve=3.428571, (0 missing)
c4 < 4622.758 to the right, improve=1.928571, (0 missing)
c6 < 4343.814 to the right, improve=1.928571, (0 missing)
c7 < 4247.87 to the right, improve=1.928571, (0 missing)
Surrogate splits:
c12 < 4235.101 to the right, agree=1.000, adj=1.000, (0 split)
c4 < 4622.758 to the right, agree=0.857, adj=0.667, (0 split)
c5 < 4138.862 to the right, agree=0.857, adj=0.667, (0 split)
c6 < 4343.814 to the right, agree=0.857, adj=0.667, (0 split)
c7 < 4247.87 to the right, agree=0.857, adj=0.667, (0 split)
Node number 1463: 78 observations, complexity param=0.0002127207
predicted class=open expected loss=0.03846154 P(node) =0.007453416
class counts: 3 75
probabilities: 0.038 0.962
left son=2926 (1 obs) right son=2927 (77 obs)
Primary splits:
c9 < 4200.471 to the left, improve=1.8731270, (0 missing)
c10 < 4617.893 to the left, improve=0.8744939, (0 missing)
c15 < 4640.567 to the right, improve=0.5986425, (0 missing)
c6 < 4347.024 to the left, improve=0.4153846, (0 missing)
c4 < 4638.888 to the left, improve=0.3899204, (0 missing)
Node number 1470: 81 observations, complexity param=0.0004963483
predicted class=open expected loss=0.3209877 P(node) =0.007740086
class counts: 26 55
probabilities: 0.321 0.679
left son=2940 (50 obs) right son=2941 (31 obs)
Primary splits:
c2 < 4254.153 to the right, improve=5.049287, (0 missing)
c12 < 4245.275 to the right, improve=4.225309, (0 missing)
c7 < 4239.321 to the left, improve=3.913763, (0 missing)
c16 < 4364.46 to the left, improve=3.880071, (0 missing)
c10 < 4619.261 to the right, improve=3.831880, (0 missing)
Surrogate splits:
c10 < 4602.267 to the right, agree=0.704, adj=0.226, (0 split)
c15 < 4603.945 to the right, agree=0.691, adj=0.194, (0 split)
c9 < 4195.101 to the right, agree=0.679, adj=0.161, (0 split)
c16 < 4390.404 to the left, agree=0.667, adj=0.129, (0 split)
c3 < 3992.397 to the right, agree=0.654, adj=0.097, (0 split)
Node number 1471: 167 observations, complexity param=0.000319081
predicted class=open expected loss=0.09580838 P(node) =0.01595796
class counts: 16 151
probabilities: 0.096 0.904
left son=2942 (14 obs) right son=2943 (153 obs)
Primary splits:
c6 < 4353.321 to the right, improve=2.087260, (0 missing)
c8 < 4092.464 to the right, improve=2.033511, (0 missing)
c13 < 4269.21 to the left, improve=1.859570, (0 missing)
c5 < 4092.564 to the left, improve=1.644975, (0 missing)
c10 < 4620.169 to the right, improve=1.491896, (0 missing)
Surrogate splits:
c8 < 4092.464 to the right, agree=0.928, adj=0.143, (0 split)
c10 < 4639.954 to the right, agree=0.928, adj=0.143, (0 split)
Node number 1506: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 1507: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 1512: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 1513: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1516: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 1517: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1518: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=3036 (2 obs) right son=3037 (1 obs)
Primary splits:
c1 < 4398.167 to the right, improve=1.333333, (0 missing)
c3 < 4081.192 to the left, improve=1.333333, (0 missing)
c4 < 4629.592 to the left, improve=1.333333, (0 missing)
c5 < 4158.526 to the right, improve=1.333333, (0 missing)
c6 < 4346.391 to the left, improve=1.333333, (0 missing)
Node number 1519: 77 observations, complexity param=0.0001063603
predicted class=open expected loss=0.03896104 P(node) =0.00735786
class counts: 3 74
probabilities: 0.039 0.961
left son=3038 (2 obs) right son=3039 (75 obs)
Primary splits:
c3 < 4064.829 to the left, improve=0.8729004, (0 missing)
c9 < 4199.645 to the right, improve=0.8729004, (0 missing)
c2 < 4301.412 to the right, improve=0.8250573, (0 missing)
c7 < 4209.674 to the left, improve=0.4636697, (0 missing)
c1 < 4415.271 to the left, improve=0.3468789, (0 missing)
Node number 1530: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=3060 (2 obs) right son=3061 (1 obs)
Primary splits:
c1 < 4434.423 to the left, improve=1.333333, (0 missing)
c2 < 4308.627 to the left, improve=1.333333, (0 missing)
c3 < 4138.545 to the left, improve=1.333333, (0 missing)
c4 < 4596.599 to the right, improve=1.333333, (0 missing)
c5 < 4170.12 to the left, improve=1.333333, (0 missing)
Node number 1531: 52 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05769231 P(node) =0.004968944
class counts: 3 49
probabilities: 0.058 0.942
left son=3062 (4 obs) right son=3063 (48 obs)
Primary splits:
c4 < 4637.382 to the right, improve=1.6955130, (0 missing)
c5 < 4155.6 to the right, improve=0.8538462, (0 missing)
c6 < 4352.787 to the right, improve=0.8538462, (0 missing)
c9 < 4195.439 to the left, improve=0.4364548, (0 missing)
c10 < 4611.129 to the left, improve=0.4364548, (0 missing)
Surrogate splits:
c8 < 4087.48 to the right, agree=0.962, adj=0.5, (0 split)
c10 < 4629.827 to the right, agree=0.962, adj=0.5, (0 split)
Node number 1532: 3 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=3064 (2 obs) right son=3065 (1 obs)
Primary splits:
c1 < 4383.76 to the right, improve=1.333333, (0 missing)
c2 < 4289.959 to the right, improve=1.333333, (0 missing)
c4 < 4611.564 to the right, improve=1.333333, (0 missing)
c5 < 4141.251 to the right, improve=1.333333, (0 missing)
c6 < 4330.831 to the right, improve=1.333333, (0 missing)
Node number 1533: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 1534: 37 observations, complexity param=0.0001063603
predicted class=open expected loss=0.05405405 P(node) =0.003535595
class counts: 2 35
probabilities: 0.054 0.946
left son=3068 (1 obs) right son=3069 (36 obs)
Primary splits:
c2 < 4311.579 to the left, improve=1.8393390, (0 missing)
c4 < 4628.75 to the right, improve=1.8393390, (0 missing)
c13 < 4307.378 to the left, improve=0.9266409, (0 missing)
c16 < 4468.061 to the left, improve=0.9266409, (0 missing)
c5 < 4162.145 to the left, improve=0.7837838, (0 missing)
Node number 1535: 91 observations
predicted class=open expected loss=0 P(node) =0.008695652
class counts: 0 91
probabilities: 0.000 1.000
Node number 1536: 216 observations, complexity param=0.0001215547
predicted class=closed expected loss=0.02777778 P(node) =0.02064023
class counts: 210 6
probabilities: 0.972 0.028
left son=3072 (214 obs) right son=3073 (2 obs)
Primary splits:
c16 < 4323.836 to the right, improve=0.9003115, (0 missing)
c7 < 4232.3 to the left, improve=0.3446091, (0 missing)
c10 < 4608.149 to the left, improve=0.2873563, (0 missing)
c13 < 4274.262 to the right, improve=0.2783846, (0 missing)
c6 < 4319.252 to the right, improve=0.2727273, (0 missing)
Node number 1537: 2 observations, complexity param=0.0001215547
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=3074 (1 obs) right son=3075 (1 obs)
Primary splits:
c1 < 4290.329 to the left, improve=1, (0 missing)
c2 < 4265.085 to the left, improve=1, (0 missing)
c3 < 4002.087 to the left, improve=1, (0 missing)
c4 < 4607.801 to the right, improve=1, (0 missing)
c5 < 4111.655 to the right, improve=1, (0 missing)
Node number 1538: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.125 P(node) =0.0007644529
class counts: 7 1
probabilities: 0.875 0.125
left son=3076 (7 obs) right son=3077 (1 obs)
Primary splits:
c5 < 4101.992 to the right, improve=1.7500000, (0 missing)
c7 < 4234.879 to the left, improve=1.7500000, (0 missing)
c15 < 4602.095 to the left, improve=1.7500000, (0 missing)
c1 < 4279.259 to the left, improve=0.4166667, (0 missing)
c8 < 4048.442 to the left, improve=0.4166667, (0 missing)
Node number 1539: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 1546: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 1547: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 1548: 25 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.04 P(node) =0.002388915
class counts: 24 1
probabilities: 0.960 0.040
left son=3096 (24 obs) right son=3097 (1 obs)
Primary splits:
c8 < 4033.861 to the right, improve=1.9200000, (0 missing)
c16 < 4344.339 to the right, improve=0.9200000, (0 missing)
c3 < 3989.661 to the right, improve=0.2533333, (0 missing)
c12 < 4256.768 to the left, improve=0.2533333, (0 missing)
c4 < 4601.407 to the left, improve=0.2057143, (0 missing)
Node number 1549: 60 observations, complexity param=0.0003722612
predicted class=closed expected loss=0.3333333 P(node) =0.005733397
class counts: 40 20
probabilities: 0.667 0.333
left son=3098 (48 obs) right son=3099 (12 obs)
Primary splits:
c11 < 4186.866 to the right, improve=5.208333, (0 missing)
c3 < 3979.501 to the right, improve=4.848485, (0 missing)
c4 < 4593.636 to the right, improve=3.333333, (0 missing)
c2 < 4262.568 to the left, improve=1.800595, (0 missing)
c10 < 4618.982 to the right, improve=1.761006, (0 missing)
Surrogate splits:
c7 < 4218.153 to the right, agree=0.850, adj=0.250, (0 split)
c9 < 4175.665 to the right, agree=0.833, adj=0.167, (0 split)
c12 < 4217.413 to the right, agree=0.833, adj=0.167, (0 split)
c15 < 4579.652 to the right, agree=0.833, adj=0.167, (0 split)
c5 < 4124.016 to the left, agree=0.817, adj=0.083, (0 split)
Node number 1550: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1551: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 1570: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 1571: 3 observations, complexity param=0.0001418138
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=3142 (1 obs) right son=3143 (2 obs)
Primary splits:
c2 < 4271.371 to the right, improve=1.333333, (0 missing)
c3 < 4003.906 to the left, improve=1.333333, (0 missing)
c4 < 4611.708 to the right, improve=1.333333, (0 missing)
c5 < 4122.634 to the right, improve=1.333333, (0 missing)
c6 < 4334.722 to the left, improve=1.333333, (0 missing)
Node number 1572: 31 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.03225806 P(node) =0.002962255
class counts: 30 1
probabilities: 0.968 0.032
left son=3144 (29 obs) right son=3145 (2 obs)
Primary splits:
c13 < 4265.455 to the right, improve=0.9354839, (0 missing)
c16 < 4339.265 to the right, improve=0.9354839, (0 missing)
c3 < 4021.232 to the left, improve=0.4354839, (0 missing)
c4 < 4609.741 to the right, improve=0.2688172, (0 missing)
c1 < 4299.566 to the left, improve=0.2211982, (0 missing)
Node number 1573: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=3146 (1 obs) right son=3147 (2 obs)
Primary splits:
c1 < 4313.503 to the right, improve=1.333333, (0 missing)
c2 < 4261.976 to the left, improve=1.333333, (0 missing)
c3 < 4014.089 to the right, improve=1.333333, (0 missing)
c4 < 4613.158 to the right, improve=1.333333, (0 missing)
c7 < 4238.804 to the right, improve=1.333333, (0 missing)
Node number 1574: 26 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2692308 P(node) =0.002484472
class counts: 19 7
probabilities: 0.731 0.269
left son=3148 (18 obs) right son=3149 (8 obs)
Primary splits:
c9 < 4198.52 to the left, improve=2.925214, (0 missing)
c5 < 4109.2 to the right, improve=2.909557, (0 missing)
c2 < 4254.8 to the right, improve=1.230769, (0 missing)
c3 < 4007.113 to the right, improve=1.212587, (0 missing)
c1 < 4276.672 to the left, improve=1.130769, (0 missing)
Surrogate splits:
c2 < 4243.15 to the right, agree=0.769, adj=0.250, (0 split)
c5 < 4096.765 to the right, agree=0.769, adj=0.250, (0 split)
c10 < 4627.646 to the left, agree=0.769, adj=0.250, (0 split)
c4 < 4609.157 to the right, agree=0.731, adj=0.125, (0 split)
c11 < 4198.708 to the left, agree=0.731, adj=0.125, (0 split)
Node number 1575: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2 P(node) =0.0009555662
class counts: 2 8
probabilities: 0.200 0.800
left son=3150 (1 obs) right son=3151 (9 obs)
Primary splits:
c3 < 4002.423 to the left, improve=1.422222, (0 missing)
c5 < 4142.816 to the right, improve=1.422222, (0 missing)
c7 < 4206.338 to the left, improve=1.422222, (0 missing)
c9 < 4172.042 to the left, improve=1.422222, (0 missing)
c10 < 4599.013 to the left, improve=1.422222, (0 missing)
Node number 1576: 46 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1304348 P(node) =0.004395604
class counts: 40 6
probabilities: 0.870 0.130
left son=3152 (20 obs) right son=3153 (26 obs)
Primary splits:
c8 < 4051.119 to the right, improve=1.2040130, (0 missing)
c3 < 3970.939 to the right, improve=1.1584670, (0 missing)
c15 < 4589.987 to the left, improve=1.1404360, (0 missing)
c6 < 4337.728 to the left, improve=0.9704969, (0 missing)
c7 < 4220.915 to the left, improve=0.8347826, (0 missing)
Surrogate splits:
c6 < 4325.138 to the left, agree=0.717, adj=0.35, (0 split)
c5 < 4103.806 to the left, agree=0.674, adj=0.25, (0 split)
c4 < 4609.125 to the left, agree=0.652, adj=0.20, (0 split)
c2 < 4237.924 to the left, agree=0.630, adj=0.15, (0 split)
c12 < 4234.166 to the left, agree=0.630, adj=0.15, (0 split)
Node number 1577: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1578: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1579: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 1580: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 1581: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 1582: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 1583: 17 observations, complexity param=0.0001063603
predicted class=open expected loss=0.05882353 P(node) =0.001624462
class counts: 1 16
probabilities: 0.059 0.941
left son=3166 (2 obs) right son=3167 (15 obs)
Primary splits:
c8 < 4040.379 to the left, improve=0.8823529, (0 missing)
c15 < 4618.725 to the right, improve=0.8823529, (0 missing)
c3 < 3995.222 to the right, improve=0.5490196, (0 missing)
c1 < 4286.589 to the right, improve=0.3823529, (0 missing)
c2 < 4254.753 to the left, improve=0.3823529, (0 missing)
Node number 1600: 67 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.01492537 P(node) =0.006402293
class counts: 66 1
probabilities: 0.985 0.015
left son=3200 (63 obs) right son=3201 (4 obs)
Primary splits:
c15 < 4582.9 to the right, improve=0.4701493, (0 missing)
c7 < 4214.996 to the right, improve=0.3034826, (0 missing)
c2 < 4247.918 to the right, improve=0.2558635, (0 missing)
c8 < 4044.184 to the left, improve=0.2558635, (0 missing)
c1 < 4295.577 to the left, improve=0.1034826, (0 missing)
Node number 1601: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=3202 (1 obs) right son=3203 (1 obs)
Primary splits:
c1 < 4304.125 to the right, improve=1, (0 missing)
c2 < 4267.4 to the right, improve=1, (0 missing)
c3 < 4006.955 to the right, improve=1, (0 missing)
c4 < 4619.8 to the left, improve=1, (0 missing)
c5 < 4120.577 to the right, improve=1, (0 missing)
Node number 1608: 99 observations, complexity param=0.0004786216
predicted class=closed expected loss=0.2121212 P(node) =0.009460105
class counts: 78 21
probabilities: 0.788 0.212
left son=3216 (26 obs) right son=3217 (73 obs)
Primary splits:
c10 < 4599.751 to the left, improve=2.126736, (0 missing)
c9 < 4183.776 to the left, improve=1.717415, (0 missing)
c15 < 4619.655 to the right, improve=1.590909, (0 missing)
c13 < 4282.795 to the left, improve=1.584526, (0 missing)
c7 < 4240.045 to the right, improve=1.346723, (0 missing)
Surrogate splits:
c9 < 4177.789 to the left, agree=0.818, adj=0.308, (0 split)
c1 < 4276.805 to the left, agree=0.808, adj=0.269, (0 split)
c16 < 4333.27 to the left, agree=0.808, adj=0.269, (0 split)
c3 < 4032.51 to the right, agree=0.778, adj=0.154, (0 split)
c7 < 4218.284 to the left, agree=0.768, adj=0.115, (0 split)
Node number 1609: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 1610: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1611: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 1612: 13 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2307692 P(node) =0.001242236
class counts: 10 3
probabilities: 0.769 0.231
left son=3224 (9 obs) right son=3225 (4 obs)
Primary splits:
c13 < 4270.96 to the right, improve=3.115385, (0 missing)
c6 < 4335.774 to the right, improve=1.482051, (0 missing)
c9 < 4187.727 to the right, improve=1.482051, (0 missing)
c4 < 4613.966 to the right, improve=1.282051, (0 missing)
c10 < 4591.637 to the right, improve=1.282051, (0 missing)
Surrogate splits:
c9 < 4187.727 to the right, agree=0.923, adj=0.75, (0 split)
c4 < 4614.277 to the right, agree=0.846, adj=0.50, (0 split)
c7 < 4213.955 to the right, agree=0.846, adj=0.50, (0 split)
c10 < 4596.865 to the right, agree=0.846, adj=0.50, (0 split)
c15 < 4602.21 to the right, agree=0.846, adj=0.50, (0 split)
Node number 1613: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 1656: 13 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.07692308 P(node) =0.001242236
class counts: 12 1
probabilities: 0.923 0.077
left son=3312 (11 obs) right son=3313 (2 obs)
Primary splits:
c3 < 3995.084 to the left, improve=0.8461538, (0 missing)
c9 < 4199.788 to the left, improve=0.8461538, (0 missing)
c8 < 4050.027 to the left, improve=0.5128205, (0 missing)
c5 < 4123.516 to the left, improve=0.3461538, (0 missing)
c6 < 4322.747 to the right, improve=0.3461538, (0 missing)
Node number 1657: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=3314 (1 obs) right son=3315 (2 obs)
Primary splits:
c2 < 4256.83 to the left, improve=1.333333, (0 missing)
c3 < 3966.226 to the left, improve=1.333333, (0 missing)
c4 < 4623.187 to the right, improve=1.333333, (0 missing)
c6 < 4327.457 to the right, improve=1.333333, (0 missing)
c8 < 4050.381 to the right, improve=1.333333, (0 missing)
Node number 1658: 6 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3333333 P(node) =0.0005733397
class counts: 4 2
probabilities: 0.667 0.333
left son=3316 (4 obs) right son=3317 (2 obs)
Primary splits:
c4 < 4617.834 to the right, improve=2.666667, (0 missing)
c1 < 4280.541 to the left, improve=1.333333, (0 missing)
c2 < 4247.149 to the right, improve=1.333333, (0 missing)
c3 < 3984.594 to the right, improve=1.333333, (0 missing)
c5 < 4108.726 to the right, improve=1.333333, (0 missing)
Surrogate splits:
c1 < 4280.541 to the left, agree=0.833, adj=0.5, (0 split)
c2 < 4247.149 to the right, agree=0.833, adj=0.5, (0 split)
c3 < 3984.594 to the right, agree=0.833, adj=0.5, (0 split)
c5 < 4108.726 to the right, agree=0.833, adj=0.5, (0 split)
c6 < 4340.002 to the left, agree=0.833, adj=0.5, (0 split)
Node number 1659: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 1660: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 1661: 56 observations, complexity param=0.000319081
predicted class=open expected loss=0.2857143 P(node) =0.005351171
class counts: 16 40
probabilities: 0.286 0.714
left son=3322 (44 obs) right son=3323 (12 obs)
Primary splits:
c3 < 3983.029 to the right, improve=2.493506, (0 missing)
c8 < 4053.638 to the right, improve=2.148810, (0 missing)
c7 < 4230.004 to the right, improve=2.146032, (0 missing)
c11 < 4207.873 to the left, improve=2.146032, (0 missing)
c6 < 4350.648 to the right, improve=2.116402, (0 missing)
Surrogate splits:
c4 < 4626.047 to the left, agree=0.857, adj=0.333, (0 split)
c10 < 4625.649 to the left, agree=0.821, adj=0.167, (0 split)
c7 < 4247.199 to the left, agree=0.804, adj=0.083, (0 split)
c9 < 4204.648 to the left, agree=0.804, adj=0.083, (0 split)
Node number 1662: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1663: 82 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09756098 P(node) =0.007835643
class counts: 8 74
probabilities: 0.098 0.902
left son=3326 (1 obs) right son=3327 (81 obs)
Primary splits:
c15 < 4570.28 to the left, improve=1.6489010, (0 missing)
c8 < 4051.731 to the left, improve=1.1624290, (0 missing)
c9 < 4205.346 to the right, improve=1.0117520, (0 missing)
c4 < 4620.632 to the left, improve=0.9990244, (0 missing)
c12 < 4236.211 to the left, improve=0.9990244, (0 missing)
Node number 1728: 45 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.04444444 P(node) =0.004300048
class counts: 43 2
probabilities: 0.956 0.044
left son=3456 (41 obs) right son=3457 (4 obs)
Primary splits:
c2 < 4261.245 to the left, improve=1.8222220, (0 missing)
c12 < 4242.868 to the left, improve=0.9650794, (0 missing)
c8 < 4031.435 to the right, improve=0.8687339, (0 missing)
c3 < 3989.512 to the right, improve=0.3710027, (0 missing)
c5 < 4130.287 to the left, improve=0.3710027, (0 missing)
Surrogate splits:
c8 < 4033.337 to the right, agree=0.933, adj=0.25, (0 split)
Node number 1729: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1730: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 1731: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 1736: 74 observations, complexity param=0.001063603
predicted class=closed expected loss=0.3108108 P(node) =0.00707119
class counts: 51 23
probabilities: 0.689 0.311
left son=3472 (69 obs) right son=3473 (5 obs)
Primary splits:
c2 < 4269.949 to the left, improve=5.094007, (0 missing)
c5 < 4122.459 to the left, improve=4.290004, (0 missing)
c11 < 4167.898 to the right, improve=3.565448, (0 missing)
c7 < 4210.739 to the left, improve=2.802806, (0 missing)
c16 < 4345.037 to the left, improve=2.503872, (0 missing)
Surrogate splits:
c11 < 4150.569 to the right, agree=0.959, adj=0.4, (0 split)
Node number 1737: 20 observations, complexity param=0.0006381621
predicted class=open expected loss=0.25 P(node) =0.001911132
class counts: 5 15
probabilities: 0.250 0.750
left son=3474 (7 obs) right son=3475 (13 obs)
Primary splits:
c15 < 4590.934 to the right, improve=4.642857, (0 missing)
c3 < 4010.94 to the right, improve=4.033333, (0 missing)
c4 < 4614.048 to the right, improve=3.055556, (0 missing)
c8 < 4032.881 to the left, improve=2.500000, (0 missing)
c16 < 4324.763 to the left, improve=2.225275, (0 missing)
Surrogate splits:
c3 < 4010.94 to the right, agree=0.80, adj=0.429, (0 split)
c4 < 4614.048 to the right, agree=0.80, adj=0.429, (0 split)
c8 < 4032.881 to the left, agree=0.75, adj=0.286, (0 split)
c1 < 4271.284 to the right, agree=0.70, adj=0.143, (0 split)
c5 < 4101.385 to the left, agree=0.70, adj=0.143, (0 split)
Node number 1738: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1739: 15 observations, complexity param=0.0001063603
predicted class=open expected loss=0.06666667 P(node) =0.001433349
class counts: 1 14
probabilities: 0.067 0.933
left son=3478 (3 obs) right son=3479 (12 obs)
Primary splits:
c1 < 4291.035 to the right, improve=0.5333333, (0 missing)
c11 < 4177.086 to the left, improve=0.5333333, (0 missing)
c3 < 3998.922 to the right, improve=0.3666667, (0 missing)
c5 < 4111.488 to the right, improve=0.3666667, (0 missing)
c6 < 4334.87 to the left, improve=0.2666667, (0 missing)
Surrogate splits:
c12 < 4242.753 to the right, agree=0.867, adj=0.333, (0 split)
c16 < 4356.786 to the right, agree=0.867, adj=0.333, (0 split)
Node number 1740: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 1741: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1742: 11 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.4545455 P(node) =0.001051123
class counts: 6 5
probabilities: 0.545 0.455
left son=3484 (5 obs) right son=3485 (6 obs)
Primary splits:
c1 < 4291.012 to the right, improve=3.787879, (0 missing)
c12 < 4233.105 to the right, improve=2.597403, (0 missing)
c6 < 4337.846 to the left, improve=2.454545, (0 missing)
c4 < 4599.347 to the right, improve=1.704545, (0 missing)
c11 < 4176.789 to the left, improve=1.704545, (0 missing)
Surrogate splits:
c2 < 4244.406 to the right, agree=0.818, adj=0.6, (0 split)
c3 < 3997.456 to the right, agree=0.818, adj=0.6, (0 split)
c4 < 4599.347 to the right, agree=0.818, adj=0.6, (0 split)
c7 < 4221.707 to the left, agree=0.818, adj=0.6, (0 split)
c10 < 4602.76 to the left, agree=0.818, adj=0.6, (0 split)
Node number 1743: 52 observations, complexity param=0.000319081
predicted class=open expected loss=0.1346154 P(node) =0.004968944
class counts: 7 45
probabilities: 0.135 0.865
left son=3486 (6 obs) right son=3487 (46 obs)
Primary splits:
c10 < 4620.25 to the right, improve=1.811037, (0 missing)
c1 < 4302.304 to the right, improve=1.527149, (0 missing)
c7 < 4253.365 to the right, improve=1.527149, (0 missing)
c11 < 4214.542 to the right, improve=1.527149, (0 missing)
c9 < 4205.68 to the right, improve=1.397924, (0 missing)
Surrogate splits:
c7 < 4243.585 to the right, agree=0.942, adj=0.500, (0 split)
c9 < 4210.518 to the right, agree=0.904, adj=0.167, (0 split)
Node number 1744: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 1745: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1750: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=3500 (4 obs) right son=3501 (1 obs)
Primary splits:
c5 < 4082.165 to the right, improve=1.6, (0 missing)
c7 < 4209.342 to the right, improve=1.6, (0 missing)
c9 < 4179.725 to the right, improve=1.6, (0 missing)
c10 < 4592.429 to the right, improve=1.6, (0 missing)
c1 < 4260.819 to the left, improve=0.6, (0 missing)
Node number 1751: 73 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2054795 P(node) =0.006975633
class counts: 15 58
probabilities: 0.205 0.795
left son=3502 (11 obs) right son=3503 (62 obs)
Primary splits:
c1 < 4280.604 to the right, improve=2.993974, (0 missing)
c13 < 4261.329 to the right, improve=2.575846, (0 missing)
c11 < 4191.605 to the left, improve=2.168950, (0 missing)
c4 < 4616.112 to the left, improve=1.762573, (0 missing)
c16 < 4323.998 to the left, improve=1.428720, (0 missing)
Surrogate splits:
c3 < 3985.998 to the right, agree=0.890, adj=0.273, (0 split)
c9 < 4201.457 to the right, agree=0.890, adj=0.273, (0 split)
c12 < 4248.895 to the right, agree=0.877, adj=0.182, (0 split)
c2 < 4259.353 to the right, agree=0.863, adj=0.091, (0 split)
Node number 1758: 35 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2 P(node) =0.003344482
class counts: 7 28
probabilities: 0.200 0.800
left son=3516 (2 obs) right son=3517 (33 obs)
Primary splits:
c4 < 4596.381 to the left, improve=2.715152, (0 missing)
c1 < 4275.593 to the left, improve=2.078788, (0 missing)
c6 < 4333.81 to the right, improve=1.805263, (0 missing)
c15 < 4577.605 to the left, improve=1.429167, (0 missing)
c16 < 4342.894 to the left, improve=1.409790, (0 missing)
Node number 1759: 88 observations, complexity param=0.0002127207
predicted class=open expected loss=0.02272727 P(node) =0.008408982
class counts: 2 86
probabilities: 0.023 0.977
left son=3518 (1 obs) right son=3519 (87 obs)
Primary splits:
c3 < 3952.727 to the left, improve=1.9320790, (0 missing)
c8 < 4053.667 to the right, improve=0.9323467, (0 missing)
c7 < 4206.289 to the left, improve=0.5992870, (0 missing)
c11 < 4178.508 to the left, improve=0.5244755, (0 missing)
c15 < 4594.329 to the right, improve=0.2900433, (0 missing)
Node number 1788: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1789: 11 observations
predicted class=open expected loss=0 P(node) =0.001051123
class counts: 0 11
probabilities: 0.000 1.000
Node number 1800: 29 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.03448276 P(node) =0.002771142
class counts: 28 1
probabilities: 0.966 0.034
left son=3600 (28 obs) right son=3601 (1 obs)
Primary splits:
c5 < 4144.136 to the left, improve=1.9310340, (0 missing)
c6 < 4357.237 to the left, improve=1.9310340, (0 missing)
c10 < 4629.569 to the left, improve=1.9310340, (0 missing)
c13 < 4301.038 to the left, improve=1.9310340, (0 missing)
c2 < 4275.438 to the left, improve=0.5977011, (0 missing)
Node number 1801: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1808: 47 observations
predicted class=closed expected loss=0 P(node) =0.004491161
class counts: 47 0
probabilities: 1.000 0.000
Node number 1809: 7 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=3618 (4 obs) right son=3619 (3 obs)
Primary splits:
c7 < 4231.093 to the right, improve=1.523810, (0 missing)
c15 < 4602.439 to the left, improve=1.523810, (0 missing)
c4 < 4608.515 to the right, improve=1.190476, (0 missing)
c8 < 4090.657 to the left, improve=1.190476, (0 missing)
c11 < 4184.279 to the right, improve=1.190476, (0 missing)
Surrogate splits:
c1 < 4317.329 to the left, agree=0.857, adj=0.667, (0 split)
c8 < 4060.426 to the right, agree=0.857, adj=0.667, (0 split)
c3 < 4014.35 to the right, agree=0.714, adj=0.333, (0 split)
c5 < 4123.248 to the right, agree=0.714, adj=0.333, (0 split)
c6 < 4340.541 to the right, agree=0.714, adj=0.333, (0 split)
Node number 1810: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.0006688963
class counts: 6 1
probabilities: 0.857 0.143
left son=3620 (6 obs) right son=3621 (1 obs)
Primary splits:
c7 < 4219.54 to the right, improve=1.714286, (0 missing)
c10 < 4599.108 to the right, improve=1.714286, (0 missing)
c11 < 4203.929 to the right, improve=1.714286, (0 missing)
c12 < 4243.363 to the left, improve=1.714286, (0 missing)
c15 < 4612.303 to the right, improve=1.714286, (0 missing)
Node number 1811: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 1812: 24 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.25 P(node) =0.002293359
class counts: 18 6
probabilities: 0.750 0.250
left son=3624 (22 obs) right son=3625 (2 obs)
Primary splits:
c4 < 4620.262 to the left, improve=2.454545, (0 missing)
c11 < 4158.846 to the right, improve=2.454545, (0 missing)
c12 < 4203.742 to the right, improve=2.454545, (0 missing)
c7 < 4219.072 to the left, improve=1.500000, (0 missing)
c16 < 4358.82 to the right, improve=1.500000, (0 missing)
Node number 1813: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 1816: 478 observations, complexity param=0.004169326
predicted class=closed expected loss=0.3912134 P(node) =0.04567606
class counts: 291 187
probabilities: 0.609 0.391
left son=3632 (419 obs) right son=3633 (59 obs)
Primary splits:
c3 < 4005.82 to the left, improve=11.069070, (0 missing)
c2 < 4252.655 to the left, improve= 9.017020, (0 missing)
c8 < 4063.582 to the left, improve= 8.706681, (0 missing)
c9 < 4191.732 to the left, improve= 7.590228, (0 missing)
c10 < 4595.5 to the left, improve= 7.143236, (0 missing)
Node number 1817: 556 observations, complexity param=0.003935333
predicted class=open expected loss=0.3992806 P(node) =0.05312948
class counts: 222 334
probabilities: 0.399 0.601
left son=3634 (223 obs) right son=3635 (333 obs)
Primary splits:
c8 < 4065.008 to the left, improve=10.092050, (0 missing)
c11 < 4189.099 to the left, improve= 8.432638, (0 missing)
c7 < 4232.536 to the right, improve= 7.884747, (0 missing)
c16 < 4343.704 to the right, improve= 7.862609, (0 missing)
c1 < 4284.035 to the right, improve= 6.415324, (0 missing)
Surrogate splits:
c15 < 4580.558 to the left, agree=0.626, adj=0.067, (0 split)
c7 < 4203.415 to the left, agree=0.612, adj=0.031, (0 split)
c9 < 4170.866 to the left, agree=0.610, adj=0.027, (0 split)
c12 < 4215.706 to the left, agree=0.610, adj=0.027, (0 split)
c13 < 4261.469 to the left, agree=0.610, adj=0.027, (0 split)
Node number 1818: 83 observations, complexity param=0.002127207
predicted class=closed expected loss=0.3855422 P(node) =0.007931199
class counts: 51 32
probabilities: 0.614 0.386
left son=3636 (59 obs) right son=3637 (24 obs)
Primary splits:
c6 < 4331.881 to the right, improve=7.035753, (0 missing)
c13 < 4273.471 to the left, improve=6.027682, (0 missing)
c12 < 4238.055 to the left, improve=5.450807, (0 missing)
c5 < 4123.934 to the right, improve=5.197134, (0 missing)
c8 < 4088.267 to the left, improve=4.977249, (0 missing)
Surrogate splits:
c16 < 4339.499 to the right, agree=0.747, adj=0.125, (0 split)
c4 < 4616.294 to the right, agree=0.735, adj=0.083, (0 split)
c10 < 4603.686 to the right, agree=0.735, adj=0.083, (0 split)
c11 < 4173.147 to the right, agree=0.735, adj=0.083, (0 split)
c1 < 4272.289 to the right, agree=0.723, adj=0.042, (0 split)
Node number 1819: 877 observations, complexity param=0.001914486
predicted class=open expected loss=0.3261117 P(node) =0.08380315
class counts: 286 591
probabilities: 0.326 0.674
left son=3638 (355 obs) right son=3639 (522 obs)
Primary splits:
c1 < 4290.113 to the right, improve=13.833970, (0 missing)
c15 < 4599.97 to the left, improve=10.407310, (0 missing)
c11 < 4195.521 to the left, improve= 7.812132, (0 missing)
c6 < 4327.709 to the right, improve= 7.066644, (0 missing)
c3 < 3994.498 to the right, improve= 6.351832, (0 missing)
Surrogate splits:
c16 < 4353.133 to the right, agree=0.688, adj=0.228, (0 split)
c13 < 4282.043 to the right, agree=0.662, adj=0.166, (0 split)
c7 < 4238.885 to the right, agree=0.644, adj=0.121, (0 split)
c5 < 4123.665 to the right, agree=0.642, adj=0.115, (0 split)
c2 < 4263.657 to the right, agree=0.636, adj=0.101, (0 split)
Node number 1820: 13 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.07692308 P(node) =0.001242236
class counts: 12 1
probabilities: 0.923 0.077
left son=3640 (12 obs) right son=3641 (1 obs)
Primary splits:
c2 < 4248.647 to the right, improve=1.8461540, (0 missing)
c4 < 4600.895 to the right, improve=1.8461540, (0 missing)
c8 < 4091.184 to the left, improve=0.8461538, (0 missing)
c1 < 4306.467 to the left, improve=0.5128205, (0 missing)
c11 < 4207.282 to the left, improve=0.5128205, (0 missing)
Node number 1821: 48 observations, complexity param=0.0008508828
predicted class=open expected loss=0.2708333 P(node) =0.004586718
class counts: 13 35
probabilities: 0.271 0.729
left son=3642 (10 obs) right son=3643 (38 obs)
Primary splits:
c10 < 4604.35 to the left, improve=4.653070, (0 missing)
c3 < 4030.493 to the left, improve=4.266026, (0 missing)
c7 < 4249.192 to the right, improve=3.402778, (0 missing)
c5 < 4140.962 to the right, improve=3.223142, (0 missing)
c11 < 4202.414 to the left, improve=2.373986, (0 missing)
Surrogate splits:
c7 < 4231.266 to the left, agree=0.833, adj=0.2, (0 split)
c1 < 4304.139 to the right, agree=0.812, adj=0.1, (0 split)
c5 < 4140.962 to the right, agree=0.812, adj=0.1, (0 split)
Node number 1822: 27 observations, complexity param=0.0005318017
predicted class=open expected loss=0.3703704 P(node) =0.002580029
class counts: 10 17
probabilities: 0.370 0.630
left son=3644 (5 obs) right son=3645 (22 obs)
Primary splits:
c13 < 4262.257 to the left, improve=4.865320, (0 missing)
c9 < 4189.648 to the left, improve=4.728956, (0 missing)
c5 < 4142.074 to the right, improve=2.675926, (0 missing)
c8 < 4061.007 to the left, improve=2.675926, (0 missing)
c10 < 4600.401 to the left, improve=2.370370, (0 missing)
Surrogate splits:
c6 < 4351.751 to the right, agree=0.852, adj=0.2, (0 split)
c7 < 4226.367 to the right, agree=0.852, adj=0.2, (0 split)
Node number 1823: 158 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05063291 P(node) =0.01509795
class counts: 8 150
probabilities: 0.051 0.949
left son=3646 (1 obs) right son=3647 (157 obs)
Primary splits:
c5 < 4159.058 to the right, improve=1.8140770, (0 missing)
c13 < 4242.755 to the left, improve=1.8140770, (0 missing)
c4 < 4621.114 to the right, improve=1.3720370, (0 missing)
c1 < 4306.44 to the right, improve=1.0323390, (0 missing)
c8 < 4078.168 to the right, improve=0.9731246, (0 missing)
Node number 1868: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 1869: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 1886: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=3772 (2 obs) right son=3773 (1 obs)
Primary splits:
c2 < 4219.704 to the left, improve=1.333333, (0 missing)
c5 < 4095.426 to the right, improve=1.333333, (0 missing)
c6 < 4328.507 to the right, improve=1.333333, (0 missing)
c7 < 4205.006 to the right, improve=1.333333, (0 missing)
c8 < 4076.731 to the right, improve=1.333333, (0 missing)
Node number 1887: 44 observations, complexity param=0.0001418138
predicted class=open expected loss=0.04545455 P(node) =0.004204491
class counts: 2 42
probabilities: 0.045 0.955
left son=3774 (7 obs) right son=3775 (37 obs)
Primary splits:
c16 < 4330.731 to the right, improve=0.9610390, (0 missing)
c15 < 4590.337 to the right, improve=0.8658009, (0 missing)
c1 < 4276.674 to the right, improve=0.5336290, (0 missing)
c5 < 4106.906 to the right, improve=0.4335664, (0 missing)
c4 < 4603.456 to the left, improve=0.3681818, (0 missing)
Surrogate splits:
c1 < 4276.052 to the right, agree=0.932, adj=0.571, (0 split)
c3 < 3973.693 to the right, agree=0.886, adj=0.286, (0 split)
c4 < 4605.47 to the left, agree=0.864, adj=0.143, (0 split)
Node number 1888: 22 observations
predicted class=closed expected loss=0 P(node) =0.002102246
class counts: 22 0
probabilities: 1.000 0.000
Node number 1889: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1890: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 1891: 9 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2222222 P(node) =0.0008600096
class counts: 2 7
probabilities: 0.222 0.778
left son=3782 (2 obs) right son=3783 (7 obs)
Primary splits:
c3 < 4018.634 to the right, improve=3.111111, (0 missing)
c10 < 4606.167 to the right, improve=1.777778, (0 missing)
c4 < 4620.299 to the right, improve=1.361111, (0 missing)
c5 < 4103.352 to the left, improve=1.361111, (0 missing)
c7 < 4217.121 to the right, improve=1.361111, (0 missing)
Surrogate splits:
c10 < 4606.167 to the right, agree=0.889, adj=0.5, (0 split)
Node number 1892: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 1893: 6 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3333333 P(node) =0.0005733397
class counts: 2 4
probabilities: 0.333 0.667
left son=3786 (2 obs) right son=3787 (4 obs)
Primary splits:
c10 < 4610.263 to the right, improve=2.666667, (0 missing)
c1 < 4232.047 to the left, improve=1.066667, (0 missing)
c2 < 4236.162 to the left, improve=1.066667, (0 missing)
c3 < 3996.9 to the left, improve=1.066667, (0 missing)
c4 < 4619.736 to the right, improve=1.066667, (0 missing)
Node number 1894: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=3788 (1 obs) right son=3789 (1 obs)
Primary splits:
c1 < 4224.396 to the left, improve=1, (0 missing)
c2 < 4211.277 to the right, improve=1, (0 missing)
c3 < 3990.915 to the right, improve=1, (0 missing)
c4 < 4607.997 to the right, improve=1, (0 missing)
c5 < 4095.009 to the right, improve=1, (0 missing)
Node number 1895: 13 observations
predicted class=open expected loss=0 P(node) =0.001242236
class counts: 0 13
probabilities: 0.000 1.000
Node number 1904: 14 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.07142857 P(node) =0.001337793
class counts: 13 1
probabilities: 0.929 0.071
left son=3808 (13 obs) right son=3809 (1 obs)
Primary splits:
c5 < 4134.376 to the right, improve=1.8571430, (0 missing)
c10 < 4611.659 to the left, improve=1.8571430, (0 missing)
c13 < 4275.643 to the left, improve=1.8571430, (0 missing)
c2 < 4265.161 to the left, improve=0.8571429, (0 missing)
c7 < 4221.392 to the left, improve=0.8571429, (0 missing)
Node number 1905: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=3810 (1 obs) right son=3811 (2 obs)
Primary splits:
c3 < 4023.203 to the right, improve=1.333333, (0 missing)
c4 < 4620.078 to the right, improve=1.333333, (0 missing)
c5 < 4135.878 to the left, improve=1.333333, (0 missing)
c7 < 4214.357 to the right, improve=1.333333, (0 missing)
c8 < 4109.223 to the right, improve=1.333333, (0 missing)
Node number 1910: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=3820 (1 obs) right son=3821 (1 obs)
Primary splits:
c1 < 4290.752 to the left, improve=1, (0 missing)
c2 < 4250.603 to the right, improve=1, (0 missing)
c3 < 4012.858 to the left, improve=1, (0 missing)
c4 < 4608.538 to the left, improve=1, (0 missing)
c5 < 4133.73 to the right, improve=1, (0 missing)
Node number 1911: 13 observations
predicted class=open expected loss=0 P(node) =0.001242236
class counts: 0 13
probabilities: 0.000 1.000
Node number 1912: 8 observations
predicted class=closed expected loss=0 P(node) =0.0007644529
class counts: 8 0
probabilities: 1.000 0.000
Node number 1913: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1916: 21 observations, complexity param=0.000709069
predicted class=closed expected loss=0.3809524 P(node) =0.002006689
class counts: 13 8
probabilities: 0.619 0.381
left son=3832 (16 obs) right son=3833 (5 obs)
Primary splits:
c2 < 4250.11 to the left, improve=5.029762, (0 missing)
c3 < 3991.538 to the left, improve=3.047619, (0 missing)
c1 < 4272.935 to the left, improve=3.013853, (0 missing)
c13 < 4263.975 to the left, improve=2.333333, (0 missing)
c10 < 4587.087 to the left, improve=1.904762, (0 missing)
Node number 1917: 32 observations, complexity param=0.0002127207
predicted class=open expected loss=0.0625 P(node) =0.003057812
class counts: 2 30
probabilities: 0.062 0.937
left son=3834 (3 obs) right son=3835 (29 obs)
Primary splits:
c4 < 4599.593 to the left, improve=2.4166670, (0 missing)
c1 < 4283.728 to the right, improve=1.8145160, (0 missing)
c6 < 4320.38 to the left, improve=1.8145160, (0 missing)
c12 < 4289.593 to the right, improve=1.8145160, (0 missing)
c16 < 4322.925 to the right, improve=0.8928571, (0 missing)
Node number 1918: 10 observations, complexity param=0.000319081
predicted class=open expected loss=0.4 P(node) =0.0009555662
class counts: 4 6
probabilities: 0.400 0.600
left son=3836 (3 obs) right son=3837 (7 obs)
Primary splits:
c5 < 4109.923 to the left, improve=3.085714, (0 missing)
c9 < 4195.875 to the right, improve=3.085714, (0 missing)
c11 < 4192.664 to the right, improve=3.085714, (0 missing)
c16 < 4328.786 to the right, improve=3.085714, (0 missing)
c1 < 4266.071 to the right, improve=2.133333, (0 missing)
Surrogate splits:
c9 < 4195.875 to the right, agree=1.0, adj=1.000, (0 split)
c11 < 4192.664 to the right, agree=1.0, adj=1.000, (0 split)
c7 < 4221.4 to the right, agree=0.9, adj=0.667, (0 split)
c6 < 4315.7 to the left, agree=0.8, adj=0.333, (0 split)
c8 < 4059.563 to the left, agree=0.8, adj=0.333, (0 split)
Node number 1919: 388 observations, complexity param=0.000319081
predicted class=open expected loss=0.06185567 P(node) =0.03707597
class counts: 24 364
probabilities: 0.062 0.938
left son=3838 (1 obs) right son=3839 (387 obs)
Primary splits:
c1 < 4296.227 to the right, improve=1.764778, (0 missing)
c3 < 4050.597 to the right, improve=1.764778, (0 missing)
c16 < 4281.684 to the left, improve=1.625800, (0 missing)
c12 < 4230.309 to the left, improve=1.494039, (0 missing)
c10 < 4615.71 to the right, improve=1.145532, (0 missing)
Node number 1984: 21 observations
predicted class=closed expected loss=0 P(node) =0.002006689
class counts: 21 0
probabilities: 1.000 0.000
Node number 1985: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=3970 (1 obs) right son=3971 (2 obs)
Primary splits:
c1 < 4302.04 to the right, improve=1.333333, (0 missing)
c2 < 4263.205 to the right, improve=1.333333, (0 missing)
c4 < 4630.291 to the left, improve=1.333333, (0 missing)
c6 < 4347.099 to the left, improve=1.333333, (0 missing)
c7 < 4233.107 to the right, improve=1.333333, (0 missing)
Node number 1986: 41 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3170732 P(node) =0.003917821
class counts: 28 13
probabilities: 0.683 0.317
left son=3972 (38 obs) right son=3973 (3 obs)
Primary splits:
c6 < 4329.657 to the right, improve=3.019255, (0 missing)
c8 < 4095.692 to the left, improve=2.147402, (0 missing)
c1 < 4244.563 to the right, improve=1.961226, (0 missing)
c2 < 4273.805 to the left, improve=1.961226, (0 missing)
c10 < 4646.639 to the left, improve=1.961226, (0 missing)
Node number 1987: 34 observations, complexity param=0.0006381621
predicted class=open expected loss=0.3235294 P(node) =0.003248925
class counts: 11 23
probabilities: 0.324 0.676
left son=3974 (15 obs) right son=3975 (19 obs)
Primary splits:
c2 < 4262.79 to the right, improve=4.103406, (0 missing)
c1 < 4308.196 to the right, improve=2.661663, (0 missing)
c5 < 4129.29 to the right, improve=2.503565, (0 missing)
c7 < 4212.527 to the left, improve=1.944853, (0 missing)
c15 < 4575.527 to the left, improve=1.944853, (0 missing)
Surrogate splits:
c5 < 4129.29 to the right, agree=0.735, adj=0.400, (0 split)
c4 < 4625.075 to the left, agree=0.676, adj=0.267, (0 split)
c15 < 4581.374 to the left, agree=0.676, adj=0.267, (0 split)
c3 < 4017.5 to the right, agree=0.647, adj=0.200, (0 split)
c8 < 4092.227 to the left, agree=0.647, adj=0.200, (0 split)
Node number 1988: 31 observations, complexity param=0.000319081
predicted class=closed expected loss=0.09677419 P(node) =0.002962255
class counts: 28 3
probabilities: 0.903 0.097
left son=3976 (26 obs) right son=3977 (5 obs)
Primary splits:
c6 < 4355.095 to the left, improve=3.019355, (0 missing)
c10 < 4629.826 to the left, improve=1.990783, (0 missing)
c1 < 4314.996 to the left, improve=1.686022, (0 missing)
c8 < 4091.524 to the left, improve=1.686022, (0 missing)
c11 < 4224.079 to the left, improve=1.686022, (0 missing)
Surrogate splits:
c1 < 4312.638 to the left, agree=0.903, adj=0.4, (0 split)
c3 < 3999.17 to the right, agree=0.903, adj=0.4, (0 split)
c15 < 4633.688 to the left, agree=0.903, adj=0.4, (0 split)
c2 < 4278.653 to the left, agree=0.871, adj=0.2, (0 split)
c4 < 4632.637 to the left, agree=0.871, adj=0.2, (0 split)
Node number 1989: 22 observations, complexity param=0.001063603
predicted class=open expected loss=0.3181818 P(node) =0.002102246
class counts: 7 15
probabilities: 0.318 0.682
left son=3978 (9 obs) right son=3979 (13 obs)
Primary splits:
c15 < 4594.737 to the left, improve=6.434343, (0 missing)
c2 < 4275.041 to the right, improve=4.688312, (0 missing)
c1 < 4317.512 to the right, improve=4.545455, (0 missing)
c3 < 4020.589 to the right, improve=3.712121, (0 missing)
c10 < 4615.805 to the left, improve=3.699301, (0 missing)
Surrogate splits:
c10 < 4618.113 to the left, agree=0.864, adj=0.667, (0 split)
c11 < 4195.854 to the left, agree=0.818, adj=0.556, (0 split)
c1 < 4317.512 to the right, agree=0.773, adj=0.444, (0 split)
c2 < 4275.041 to the right, agree=0.773, adj=0.444, (0 split)
c3 < 4020.589 to the right, agree=0.773, adj=0.444, (0 split)
Node number 1990: 50 observations, complexity param=0.001223144
predicted class=open expected loss=0.46 P(node) =0.004777831
class counts: 23 27
probabilities: 0.460 0.540
left son=3980 (28 obs) right son=3981 (22 obs)
Primary splits:
c13 < 4277.789 to the left, improve=8.229610, (0 missing)
c9 < 4196.875 to the left, improve=6.585614, (0 missing)
c10 < 4623.652 to the left, improve=6.080260, (0 missing)
c15 < 4598.682 to the left, improve=4.070769, (0 missing)
c7 < 4229.996 to the left, improve=3.865974, (0 missing)
Surrogate splits:
c10 < 4633.437 to the left, agree=0.78, adj=0.500, (0 split)
c15 < 4599.098 to the left, agree=0.78, adj=0.500, (0 split)
c11 < 4210.429 to the left, agree=0.76, adj=0.455, (0 split)
c7 < 4224.471 to the left, agree=0.72, adj=0.364, (0 split)
c1 < 4288.074 to the left, agree=0.68, adj=0.273, (0 split)
Node number 1991: 104 observations, complexity param=0.0002836276
predicted class=open expected loss=0.1442308 P(node) =0.009937888
class counts: 15 89
probabilities: 0.144 0.856
left son=3982 (56 obs) right son=3983 (48 obs)
Primary splits:
c11 < 4203.267 to the left, improve=1.875458, (0 missing)
c8 < 4082.177 to the left, improve=1.735577, (0 missing)
c12 < 4190.24 to the left, improve=1.478902, (0 missing)
c15 < 4560.184 to the left, improve=1.478902, (0 missing)
c3 < 4011.257 to the left, improve=1.411379, (0 missing)
Surrogate splits:
c10 < 4619.139 to the left, agree=0.760, adj=0.479, (0 split)
c7 < 4232.905 to the left, agree=0.750, adj=0.458, (0 split)
c9 < 4204.795 to the left, agree=0.721, adj=0.396, (0 split)
c15 < 4594.559 to the left, agree=0.712, adj=0.375, (0 split)
c16 < 4350.285 to the left, agree=0.712, adj=0.375, (0 split)
Node number 1996: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1997: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1998: 20 observations, complexity param=0.0002836276
predicted class=open expected loss=0.25 P(node) =0.001911132
class counts: 5 15
probabilities: 0.250 0.750
left son=3996 (3 obs) right son=3997 (17 obs)
Primary splits:
c11 < 4183.001 to the right, improve=3.970588, (0 missing)
c16 < 4325.334 to the right, improve=3.970588, (0 missing)
c1 < 4276.324 to the right, improve=2.500000, (0 missing)
c13 < 4261.707 to the right, improve=2.500000, (0 missing)
c2 < 4245.761 to the right, improve=2.045455, (0 missing)
Surrogate splits:
c16 < 4330.282 to the right, agree=0.95, adj=0.667, (0 split)
c13 < 4275.253 to the right, agree=0.90, adj=0.333, (0 split)
Node number 1999: 55 observations
predicted class=open expected loss=0 P(node) =0.005255614
class counts: 0 55
probabilities: 0.000 1.000
Node number 2006: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 2007: 29 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1724138 P(node) =0.002771142
class counts: 5 24
probabilities: 0.172 0.828
left son=4014 (2 obs) right son=4015 (27 obs)
Primary splits:
c12 < 4247.737 to the right, improve=2.942529, (0 missing)
c1 < 4292.912 to the right, improve=2.821317, (0 missing)
c7 < 4258.798 to the right, improve=2.821317, (0 missing)
c15 < 4628.273 to the right, improve=1.931418, (0 missing)
c3 < 4053.823 to the right, improve=1.418719, (0 missing)
Node number 2008: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 2009: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 2010: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 2011: 18 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.001720019
class counts: 2 16
probabilities: 0.111 0.889
left son=4022 (1 obs) right son=4023 (17 obs)
Primary splits:
c9 < 4218.813 to the right, improve=1.6732030, (0 missing)
c16 < 4361.335 to the left, improve=1.6732030, (0 missing)
c4 < 4636.29 to the left, improve=1.1555560, (0 missing)
c1 < 4290.273 to the left, improve=0.6805556, (0 missing)
c2 < 4255.585 to the left, improve=0.6805556, (0 missing)
Node number 2012: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 2013: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 2014: 7 observations, complexity param=0.0002481741
predicted class=open expected loss=0.4285714 P(node) =0.0006688963
class counts: 3 4
probabilities: 0.429 0.571
left son=4028 (4 obs) right son=4029 (3 obs)
Primary splits:
c5 < 4162.463 to the left, improve=1.928571, (0 missing)
c8 < 4099.709 to the left, improve=1.828571, (0 missing)
c3 < 4049.126 to the left, improve=1.028571, (0 missing)
c6 < 4387.332 to the left, improve=1.028571, (0 missing)
c9 < 4216.994 to the right, improve=1.028571, (0 missing)
Surrogate splits:
c3 < 4044.305 to the left, agree=0.857, adj=0.667, (0 split)
c6 < 4387.332 to the left, agree=0.857, adj=0.667, (0 split)
c9 < 4216.994 to the right, agree=0.857, adj=0.667, (0 split)
c13 < 4279.943 to the right, agree=0.857, adj=0.667, (0 split)
c15 < 4611.234 to the right, agree=0.857, adj=0.667, (0 split)
Node number 2015: 207 observations, complexity param=0.0002481741
predicted class=open expected loss=0.06763285 P(node) =0.01978022
class counts: 14 193
probabilities: 0.068 0.932
left son=4030 (1 obs) right son=4031 (206 obs)
Primary splits:
c2 < 4233.035 to the left, improve=1.747057, (0 missing)
c3 < 4006.838 to the left, improve=1.743961, (0 missing)
c5 < 4121.371 to the left, improve=1.197000, (0 missing)
c6 < 4352.698 to the left, improve=1.037889, (0 missing)
c13 < 4266.694 to the left, improve=1.032335, (0 missing)
Node number 2028: 22 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.4090909 P(node) =0.002102246
class counts: 13 9
probabilities: 0.591 0.409
left son=4056 (16 obs) right son=4057 (6 obs)
Primary splits:
c10 < 4599.353 to the right, improve=2.969697, (0 missing)
c12 < 4241.17 to the left, improve=2.922078, (0 missing)
c11 < 4184.06 to the right, improve=2.425837, (0 missing)
c3 < 4011.79 to the right, improve=2.272727, (0 missing)
c13 < 4257.365 to the left, improve=2.165775, (0 missing)
Surrogate splits:
c11 < 4184.06 to the right, agree=0.864, adj=0.500, (0 split)
c1 < 4295.294 to the left, agree=0.818, adj=0.333, (0 split)
c6 < 4329.441 to the right, agree=0.818, adj=0.333, (0 split)
c12 < 4210.013 to the right, agree=0.818, adj=0.333, (0 split)
c15 < 4584.162 to the left, agree=0.818, adj=0.333, (0 split)
Node number 2029: 33 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1818182 P(node) =0.003153368
class counts: 6 27
probabilities: 0.182 0.818
left son=4058 (2 obs) right son=4059 (31 obs)
Primary splits:
c6 < 4327.878 to the left, improve=2.850440, (0 missing)
c3 < 3981.436 to the left, improve=1.551515, (0 missing)
c8 < 4063.088 to the left, improve=1.484848, (0 missing)
c2 < 4280.93 to the right, improve=1.380682, (0 missing)
c5 < 4100.953 to the left, improve=1.380682, (0 missing)
Node number 2030: 34 observations, complexity param=0.0006381621
predicted class=open expected loss=0.3235294 P(node) =0.003248925
class counts: 11 23
probabilities: 0.324 0.676
left son=4060 (13 obs) right son=4061 (21 obs)
Primary splits:
c7 < 4214.46 to the right, improve=8.362206, (0 missing)
c9 < 4196.119 to the right, improve=6.745989, (0 missing)
c3 < 4021.077 to the left, improve=4.406162, (0 missing)
c13 < 4260.35 to the right, improve=3.805430, (0 missing)
c16 < 4310.307 to the right, improve=3.182748, (0 missing)
Surrogate splits:
c9 < 4196.119 to the right, agree=0.853, adj=0.615, (0 split)
c16 < 4319.402 to the right, agree=0.824, adj=0.538, (0 split)
c15 < 4570.517 to the right, agree=0.794, adj=0.462, (0 split)
c3 < 4021.077 to the left, agree=0.765, adj=0.385, (0 split)
c13 < 4260.35 to the right, agree=0.735, adj=0.308, (0 split)
Node number 2031: 87 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05747126 P(node) =0.008313426
class counts: 5 82
probabilities: 0.057 0.943
left son=4062 (1 obs) right son=4063 (86 obs)
Primary splits:
c11 < 4209.435 to the right, improve=1.7973800, (0 missing)
c15 < 4552.973 to the left, improve=1.7765530, (0 missing)
c1 < 4249.805 to the left, improve=0.9808429, (0 missing)
c4 < 4624.293 to the left, improve=0.9808429, (0 missing)
c16 < 4292.339 to the left, improve=0.9808429, (0 missing)
Node number 2032: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 2033: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 2034: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 2035: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 2038: 5 observations, complexity param=0.0002127207
predicted class=open expected loss=0.4 P(node) =0.0004777831
class counts: 2 3
probabilities: 0.400 0.600
left son=4076 (2 obs) right son=4077 (3 obs)
Primary splits:
c5 < 4138.964 to the right, improve=2.400000, (0 missing)
c9 < 4199.899 to the right, improve=2.400000, (0 missing)
c15 < 4616.422 to the right, improve=2.400000, (0 missing)
c16 < 4354.611 to the right, improve=2.400000, (0 missing)
c1 < 4294.644 to the right, improve=1.066667, (0 missing)
Surrogate splits:
c9 < 4199.899 to the right, agree=1.0, adj=1.0, (0 split)
c15 < 4616.422 to the right, agree=1.0, adj=1.0, (0 split)
c16 < 4354.611 to the right, agree=1.0, adj=1.0, (0 split)
c1 < 4294.644 to the right, agree=0.8, adj=0.5, (0 split)
c3 < 4023.075 to the left, agree=0.8, adj=0.5, (0 split)
Node number 2039: 21 observations
predicted class=open expected loss=0 P(node) =0.002006689
class counts: 0 21
probabilities: 0.000 1.000
Node number 2040: 11 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1818182 P(node) =0.001051123
class counts: 9 2
probabilities: 0.818 0.182
left son=4080 (8 obs) right son=4081 (3 obs)
Primary splits:
c5 < 4110.577 to the right, improve=1.939394, (0 missing)
c2 < 4246.235 to the right, improve=1.472727, (0 missing)
c13 < 4268.007 to the right, improve=1.472727, (0 missing)
c15 < 4622.114 to the left, improve=1.472727, (0 missing)
c1 < 4294.529 to the right, improve=1.272727, (0 missing)
Surrogate splits:
c12 < 4214.097 to the right, agree=0.909, adj=0.667, (0 split)
c2 < 4257.4 to the right, agree=0.818, adj=0.333, (0 split)
c7 < 4243.776 to the left, agree=0.818, adj=0.333, (0 split)
c13 < 4274.451 to the right, agree=0.818, adj=0.333, (0 split)
c15 < 4612.09 to the left, agree=0.818, adj=0.333, (0 split)
Node number 2041: 8 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0007644529
class counts: 2 6
probabilities: 0.250 0.750
left son=4082 (3 obs) right son=4083 (5 obs)
Primary splits:
c10 < 4629.855 to the left, improve=1.666667, (0 missing)
c1 < 4275.705 to the left, improve=1.285714, (0 missing)
c2 < 4272.482 to the right, improve=1.285714, (0 missing)
c3 < 3982.221 to the left, improve=1.285714, (0 missing)
c6 < 4359.339 to the right, improve=1.285714, (0 missing)
Surrogate splits:
c2 < 4261.726 to the left, agree=0.875, adj=0.667, (0 split)
c13 < 4270.304 to the left, agree=0.875, adj=0.667, (0 split)
c15 < 4593.068 to the left, agree=0.875, adj=0.667, (0 split)
c16 < 4341.366 to the left, agree=0.875, adj=0.667, (0 split)
c3 < 4004.859 to the right, agree=0.750, adj=0.333, (0 split)
Node number 2042: 23 observations, complexity param=0.000319081
predicted class=open expected loss=0.2608696 P(node) =0.002197802
class counts: 6 17
probabilities: 0.261 0.739
left son=4084 (5 obs) right son=4085 (18 obs)
Primary splits:
c15 < 4603.757 to the left, improve=3.714010, (0 missing)
c2 < 4273.376 to the right, improve=2.393375, (0 missing)
c4 < 4627.835 to the right, improve=2.393375, (0 missing)
c5 < 4116.065 to the right, improve=2.012422, (0 missing)
c16 < 4353.416 to the right, improve=1.402899, (0 missing)
Surrogate splits:
c2 < 4270.44 to the right, agree=0.870, adj=0.4, (0 split)
c12 < 4244.947 to the right, agree=0.870, adj=0.4, (0 split)
c5 < 4139.681 to the right, agree=0.826, adj=0.2, (0 split)
c13 < 4268.043 to the left, agree=0.826, adj=0.2, (0 split)
c16 < 4341.198 to the left, agree=0.826, adj=0.2, (0 split)
Node number 2043: 42 observations
predicted class=open expected loss=0 P(node) =0.004013378
class counts: 0 42
probabilities: 0.000 1.000
Node number 2044: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 2045: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 2046: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 2047: 585 observations, complexity param=0.0003545345
predicted class=open expected loss=0.05641026 P(node) =0.05590062
class counts: 33 552
probabilities: 0.056 0.944
left son=4094 (165 obs) right son=4095 (420 obs)
Primary splits:
c1 < 4283.896 to the left, improve=1.2756240, (0 missing)
c5 < 4144.085 to the right, improve=0.8539142, (0 missing)
c4 < 4629.331 to the left, improve=0.8025407, (0 missing)
c12 < 4191.534 to the left, improve=0.7897876, (0 missing)
c8 < 4065.145 to the left, improve=0.6470518, (0 missing)
Surrogate splits:
c16 < 4334.836 to the left, agree=0.781, adj=0.224, (0 split)
c3 < 3982.51 to the left, agree=0.762, adj=0.158, (0 split)
c2 < 4244.624 to the left, agree=0.750, adj=0.115, (0 split)
c13 < 4261.583 to the left, agree=0.733, adj=0.055, (0 split)
c5 < 4094.187 to the left, agree=0.730, adj=0.042, (0 split)
Node number 2050: 40 observations
predicted class=closed expected loss=0 P(node) =0.003822265
class counts: 40 0
probabilities: 1.000 0.000
Node number 2051: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 2052: 30 observations
predicted class=closed expected loss=0 P(node) =0.002866699
class counts: 30 0
probabilities: 1.000 0.000
Node number 2053: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 2560: 228 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.00877193 P(node) =0.02178691
class counts: 226 2
probabilities: 0.991 0.009
left son=5120 (227 obs) right son=5121 (1 obs)
Primary splits:
c6 < 4330.681 to the right, improve=1.9737230, (0 missing)
c4 < 4611.652 to the right, improve=0.4738409, (0 missing)
c13 < 4320.851 to the left, improve=0.3072546, (0 missing)
c2 < 4310.039 to the left, improve=0.2596763, (0 missing)
c5 < 4170.543 to the left, improve=0.2240032, (0 missing)
Node number 2561: 109 observations, complexity param=0.0002481741
predicted class=closed expected loss=0.09174312 P(node) =0.01041567
class counts: 99 10
probabilities: 0.908 0.092
left son=5122 (75 obs) right son=5123 (34 obs)
Primary splits:
c4 < 4640.966 to the left, improve=2.956510, (0 missing)
c2 < 4285.176 to the left, improve=2.269034, (0 missing)
c3 < 4036.008 to the left, improve=2.151236, (0 missing)
c5 < 4135.42 to the left, improve=1.735708, (0 missing)
c8 < 4105.193 to the left, improve=1.665138, (0 missing)
Surrogate splits:
c6 < 4365.908 to the left, agree=0.936, adj=0.794, (0 split)
c5 < 4135.42 to the left, agree=0.881, adj=0.618, (0 split)
c10 < 4635.934 to the left, agree=0.881, adj=0.618, (0 split)
c2 < 4289.885 to the left, agree=0.853, adj=0.529, (0 split)
c7 < 4246.183 to the left, agree=0.817, adj=0.412, (0 split)
Node number 2578: 14 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.07142857 P(node) =0.001337793
class counts: 13 1
probabilities: 0.929 0.071
left son=5156 (13 obs) right son=5157 (1 obs)
Primary splits:
c10 < 4612.376 to the right, improve=1.8571430, (0 missing)
c7 < 4248.916 to the left, improve=0.8571429, (0 missing)
c11 < 4210.016 to the right, improve=0.8571429, (0 missing)
c13 < 4286.474 to the right, improve=0.8571429, (0 missing)
c15 < 4610.863 to the right, improve=0.8571429, (0 missing)
Node number 2579: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 2590: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 2591: 17 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05882353 P(node) =0.001624462
class counts: 1 16
probabilities: 0.059 0.941
left son=5182 (1 obs) right son=5183 (16 obs)
Primary splits:
c9 < 4192.576 to the left, improve=1.882353, (0 missing)
c10 < 4608.02 to the left, improve=1.882353, (0 missing)
c11 < 4203.651 to the left, improve=1.882353, (0 missing)
c15 < 4602.011 to the left, improve=1.882353, (0 missing)
c16 < 4392.922 to the right, improve=1.882353, (0 missing)
Node number 2594: 8 observations
predicted class=closed expected loss=0 P(node) =0.0007644529
class counts: 8 0
probabilities: 1.000 0.000
Node number 2595: 3 observations, complexity param=0.0001418138
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=5190 (1 obs) right son=5191 (2 obs)
Primary splits:
c2 < 4317.911 to the left, improve=1.333333, (0 missing)
c3 < 4047.552 to the left, improve=1.333333, (0 missing)
c6 < 4408.06 to the right, improve=1.333333, (0 missing)
c9 < 4252.582 to the left, improve=1.333333, (0 missing)
c10 < 4666.448 to the left, improve=1.333333, (0 missing)
Node number 2602: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 2603: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 2604: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 2605: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 2606: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 2607: 20 observations
predicted class=open expected loss=0 P(node) =0.001911132
class counts: 0 20
probabilities: 0.000 1.000
Node number 2816: 104 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.04807692 P(node) =0.009937888
class counts: 99 5
probabilities: 0.952 0.048
left son=5632 (103 obs) right son=5633 (1 obs)
Primary splits:
c12 < 4189.435 to the right, improve=1.8299100, (0 missing)
c13 < 4256.982 to the right, improve=1.8299100, (0 missing)
c2 < 4256.4 to the right, improve=1.3202640, (0 missing)
c1 < 4306.769 to the right, improve=1.2269710, (0 missing)
c8 < 4073.962 to the left, improve=0.9981665, (0 missing)
Node number 2817: 13 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3846154 P(node) =0.001242236
class counts: 8 5
probabilities: 0.615 0.385
left son=5634 (7 obs) right son=5635 (6 obs)
Primary splits:
c7 < 4224.895 to the left, improve=4.487179, (0 missing)
c3 < 4018.705 to the right, improve=2.803846, (0 missing)
c2 < 4271.821 to the left, improve=1.790210, (0 missing)
c4 < 4614.249 to the left, improve=1.790210, (0 missing)
c5 < 4123.512 to the right, improve=1.790210, (0 missing)
Surrogate splits:
c5 < 4131.047 to the right, agree=0.846, adj=0.667, (0 split)
c8 < 4069.837 to the left, agree=0.846, adj=0.667, (0 split)
c2 < 4268.843 to the left, agree=0.769, adj=0.500, (0 split)
c3 < 4018.705 to the right, agree=0.769, adj=0.500, (0 split)
c4 < 4603.42 to the left, agree=0.769, adj=0.500, (0 split)
Node number 2820: 174 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.183908 P(node) =0.01662685
class counts: 142 32
probabilities: 0.816 0.184
left son=5640 (159 obs) right son=5641 (15 obs)
Primary splits:
c11 < 4240.095 to the left, improve=2.624854, (0 missing)
c13 < 4285.946 to the right, improve=2.520489, (0 missing)
c15 < 4664.883 to the left, improve=2.266277, (0 missing)
c8 < 4073.979 to the left, improve=1.711725, (0 missing)
c6 < 4322.706 to the left, improve=1.528586, (0 missing)
Surrogate splits:
c15 < 4664.883 to the left, agree=0.983, adj=0.800, (0 split)
c16 < 4459.348 to the left, agree=0.966, adj=0.600, (0 split)
c1 < 4395.321 to the left, agree=0.960, adj=0.533, (0 split)
c13 < 4312.925 to the left, agree=0.937, adj=0.267, (0 split)
c7 < 4266.234 to the left, agree=0.925, adj=0.133, (0 split)
Node number 2821: 66 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.4090909 P(node) =0.006306737
class counts: 39 27
probabilities: 0.591 0.409
left son=5642 (11 obs) right son=5643 (55 obs)
Primary splits:
c16 < 4404.778 to the right, improve=4.418182, (0 missing)
c6 < 4337.876 to the left, improve=4.291530, (0 missing)
c1 < 4340.843 to the right, improve=3.944805, (0 missing)
c5 < 4110.553 to the left, improve=3.889883, (0 missing)
c15 < 4603.566 to the left, improve=3.889883, (0 missing)
Surrogate splits:
c1 < 4340.843 to the right, agree=0.985, adj=0.909, (0 split)
c15 < 4628.905 to the right, agree=0.909, adj=0.455, (0 split)
c6 < 4357.763 to the right, agree=0.894, adj=0.364, (0 split)
c13 < 4292.309 to the right, agree=0.879, adj=0.273, (0 split)
c3 < 3989.536 to the left, agree=0.864, adj=0.182, (0 split)
Node number 2822: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 2823: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 2824: 69 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.173913 P(node) =0.006593407
class counts: 57 12
probabilities: 0.826 0.174
left son=5648 (54 obs) right son=5649 (15 obs)
Primary splits:
c13 < 4285.406 to the left, improve=3.285346, (0 missing)
c2 < 4275.149 to the left, improve=3.014976, (0 missing)
c5 < 4136.112 to the left, improve=2.811162, (0 missing)
c12 < 4215.019 to the right, improve=2.487104, (0 missing)
c3 < 4007.179 to the left, improve=2.086957, (0 missing)
Surrogate splits:
c11 < 4219.63 to the left, agree=0.841, adj=0.267, (0 split)
c2 < 4271.629 to the left, agree=0.812, adj=0.133, (0 split)
c5 < 4136.112 to the left, agree=0.812, adj=0.133, (0 split)
c15 < 4614.279 to the left, agree=0.812, adj=0.133, (0 split)
c7 < 4236.354 to the left, agree=0.797, adj=0.067, (0 split)
Node number 2825: 48 observations, complexity param=0.0007445224
predicted class=closed expected loss=0.4166667 P(node) =0.004586718
class counts: 28 20
probabilities: 0.583 0.417
left son=5650 (35 obs) right son=5651 (13 obs)
Primary splits:
c6 < 4329.512 to the right, improve=4.432234, (0 missing)
c8 < 4078.115 to the right, improve=3.555556, (0 missing)
c15 < 4598.235 to the left, improve=3.219048, (0 missing)
c11 < 4178.44 to the right, improve=2.969697, (0 missing)
c9 < 4190.764 to the left, improve=2.463004, (0 missing)
Surrogate splits:
c1 < 4297.686 to the left, agree=0.771, adj=0.154, (0 split)
c9 < 4178.612 to the right, agree=0.771, adj=0.154, (0 split)
c10 < 4591.304 to the right, agree=0.771, adj=0.154, (0 split)
c2 < 4251.721 to the right, agree=0.750, adj=0.077, (0 split)
c7 < 4214.035 to the right, agree=0.750, adj=0.077, (0 split)
Node number 2826: 6 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1666667 P(node) =0.0005733397
class counts: 5 1
probabilities: 0.833 0.167
left son=5652 (5 obs) right son=5653 (1 obs)
Primary splits:
c1 < 4301.027 to the left, improve=1.666667, (0 missing)
c2 < 4273.696 to the left, improve=1.666667, (0 missing)
c3 < 4017.302 to the left, improve=1.666667, (0 missing)
c8 < 4067.392 to the right, improve=1.666667, (0 missing)
c9 < 4198.167 to the right, improve=1.666667, (0 missing)
Node number 2827: 13 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1538462 P(node) =0.001242236
class counts: 2 11
probabilities: 0.154 0.846
left son=5654 (3 obs) right son=5655 (10 obs)
Primary splits:
c16 < 4365.06 to the left, improve=2.051282, (0 missing)
c1 < 4302.565 to the right, improve=1.551282, (0 missing)
c5 < 4134.122 to the right, improve=1.551282, (0 missing)
c6 < 4322.264 to the left, improve=1.551282, (0 missing)
c7 < 4235.754 to the right, improve=1.551282, (0 missing)
Surrogate splits:
c6 < 4323.084 to the left, agree=0.923, adj=0.667, (0 split)
c3 < 4003.044 to the right, agree=0.846, adj=0.333, (0 split)
c9 < 4193.148 to the left, agree=0.846, adj=0.333, (0 split)
c11 < 4195.373 to the left, agree=0.846, adj=0.333, (0 split)
Node number 2828: 10 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1 P(node) =0.0009555662
class counts: 9 1
probabilities: 0.900 0.100
left son=5656 (9 obs) right son=5657 (1 obs)
Primary splits:
c8 < 4053.89 to the right, improve=1.8000000, (0 missing)
c12 < 4237.375 to the left, improve=1.8000000, (0 missing)
c10 < 4624.931 to the right, improve=0.8000000, (0 missing)
c11 < 4198.138 to the right, improve=0.8000000, (0 missing)
c1 < 4293.806 to the right, improve=0.4666667, (0 missing)
Node number 2829: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=5658 (1 obs) right son=5659 (5 obs)
Primary splits:
c3 < 4015.547 to the right, improve=1.666667, (0 missing)
c4 < 4602.946 to the left, improve=1.666667, (0 missing)
c6 < 4338.991 to the left, improve=1.666667, (0 missing)
c8 < 4059.77 to the left, improve=1.666667, (0 missing)
c9 < 4200.468 to the left, improve=1.666667, (0 missing)
Node number 2830: 10 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.5 P(node) =0.0009555662
class counts: 5 5
probabilities: 0.500 0.500
left son=5660 (4 obs) right son=5661 (6 obs)
Primary splits:
c8 < 4065.684 to the left, improve=3.333333, (0 missing)
c16 < 4368.417 to the right, improve=3.333333, (0 missing)
c1 < 4300.711 to the left, improve=2.142857, (0 missing)
c13 < 4290.16 to the left, improve=2.142857, (0 missing)
c15 < 4607.227 to the right, improve=2.142857, (0 missing)
Surrogate splits:
c13 < 4290.16 to the left, agree=0.9, adj=0.75, (0 split)
c4 < 4611.46 to the left, agree=0.8, adj=0.50, (0 split)
c9 < 4200.886 to the left, agree=0.8, adj=0.50, (0 split)
c11 < 4212.16 to the left, agree=0.8, adj=0.50, (0 split)
c15 < 4611.102 to the right, agree=0.8, adj=0.50, (0 split)
Node number 2831: 19 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05263158 P(node) =0.001815576
class counts: 1 18
probabilities: 0.053 0.947
left son=5662 (1 obs) right son=5663 (18 obs)
Primary splits:
c11 < 4177.026 to the left, improve=1.8947370, (0 missing)
c2 < 4256.861 to the left, improve=0.8947368, (0 missing)
c7 < 4239.136 to the left, improve=0.8947368, (0 missing)
c12 < 4204.945 to the left, improve=0.8947368, (0 missing)
c4 < 4616.438 to the right, improve=0.5614035, (0 missing)
Node number 2872: 23 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.173913 P(node) =0.002197802
class counts: 19 4
probabilities: 0.826 0.174
left son=5744 (13 obs) right son=5745 (10 obs)
Primary splits:
c7 < 4229.103 to the right, improve=1.808696, (0 missing)
c12 < 4229.707 to the right, improve=1.808696, (0 missing)
c8 < 4056.825 to the right, improve=1.726343, (0 missing)
c6 < 4348.231 to the right, improve=1.517787, (0 missing)
c3 < 4022.389 to the right, improve=1.426877, (0 missing)
Surrogate splits:
c2 < 4275.699 to the left, agree=0.739, adj=0.4, (0 split)
c6 < 4350.399 to the right, agree=0.739, adj=0.4, (0 split)
c10 < 4599.735 to the right, agree=0.739, adj=0.4, (0 split)
c9 < 4183.15 to the right, agree=0.696, adj=0.3, (0 split)
c11 < 4198.485 to the right, agree=0.696, adj=0.3, (0 split)
Node number 2873: 22 observations, complexity param=0.0009572431
predicted class=open expected loss=0.4090909 P(node) =0.002102246
class counts: 9 13
probabilities: 0.409 0.591
left son=5746 (13 obs) right son=5747 (9 obs)
Primary splits:
c4 < 4612.231 to the right, improve=5.097902, (0 missing)
c6 < 4345.015 to the left, improve=2.969697, (0 missing)
c8 < 4055.307 to the left, improve=2.425837, (0 missing)
c10 < 4628.85 to the right, improve=2.425837, (0 missing)
c13 < 4291.843 to the left, improve=2.272727, (0 missing)
Surrogate splits:
c6 < 4347.785 to the left, agree=0.818, adj=0.556, (0 split)
c8 < 4083.655 to the left, agree=0.773, adj=0.444, (0 split)
c3 < 4038.102 to the left, agree=0.727, adj=0.333, (0 split)
c5 < 4133.825 to the left, agree=0.727, adj=0.333, (0 split)
c7 < 4237.194 to the right, agree=0.727, adj=0.333, (0 split)
Node number 2874: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 2875: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 2876: 8 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.25 P(node) =0.0007644529
class counts: 6 2
probabilities: 0.750 0.250
left son=5752 (6 obs) right son=5753 (2 obs)
Primary splits:
c5 < 4126.152 to the right, improve=3.000000, (0 missing)
c4 < 4607.005 to the left, improve=1.666667, (0 missing)
c8 < 4046.543 to the right, improve=1.666667, (0 missing)
c10 < 4600.484 to the left, improve=1.666667, (0 missing)
c3 < 4025.892 to the right, improve=1.285714, (0 missing)
Surrogate splits:
c4 < 4607.005 to the left, agree=0.875, adj=0.5, (0 split)
c8 < 4046.543 to the right, agree=0.875, adj=0.5, (0 split)
c10 < 4600.484 to the left, agree=0.875, adj=0.5, (0 split)
Node number 2877: 62 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3225806 P(node) =0.00592451
class counts: 20 42
probabilities: 0.323 0.677
left son=5754 (50 obs) right son=5755 (12 obs)
Primary splits:
c11 < 4188.031 to the right, improve=3.096774, (0 missing)
c13 < 4284.416 to the right, improve=2.117783, (0 missing)
c8 < 4059.167 to the right, improve=2.003964, (0 missing)
c10 < 4586.24 to the right, improve=1.911589, (0 missing)
c16 < 4366.285 to the left, improve=1.896774, (0 missing)
Surrogate splits:
c1 < 4311.354 to the right, agree=0.855, adj=0.250, (0 split)
c5 < 4105.949 to the right, agree=0.839, adj=0.167, (0 split)
c15 < 4598.559 to the right, agree=0.839, adj=0.167, (0 split)
c13 < 4270.581 to the right, agree=0.823, adj=0.083, (0 split)
Node number 2878: 10 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0009555662
class counts: 5 5
probabilities: 0.500 0.500
left son=5756 (3 obs) right son=5757 (7 obs)
Primary splits:
c2 < 4266.003 to the left, improve=2.142857, (0 missing)
c4 < 4596.901 to the right, improve=2.142857, (0 missing)
c13 < 4287.337 to the left, improve=2.142857, (0 missing)
c7 < 4224.632 to the right, improve=1.800000, (0 missing)
c1 < 4428.079 to the left, improve=1.250000, (0 missing)
Surrogate splits:
c13 < 4287.337 to the left, agree=1.0, adj=1.000, (0 split)
c5 < 4132.728 to the left, agree=0.9, adj=0.667, (0 split)
c10 < 4580.211 to the left, agree=0.9, adj=0.667, (0 split)
c11 < 4187.883 to the left, agree=0.9, adj=0.667, (0 split)
c1 < 4336.673 to the left, agree=0.8, adj=0.333, (0 split)
Node number 2879: 66 observations, complexity param=0.0002127207
predicted class=open expected loss=0.06060606 P(node) =0.006306737
class counts: 4 62
probabilities: 0.061 0.939
left son=5758 (13 obs) right son=5759 (53 obs)
Primary splits:
c9 < 4205.791 to the right, improve=0.9375027, (0 missing)
c3 < 4059.634 to the right, improve=0.7964015, (0 missing)
c12 < 4184.295 to the left, improve=0.7964015, (0 missing)
c11 < 4213.99 to the right, improve=0.6801515, (0 missing)
c2 < 4286.303 to the right, improve=0.5443913, (0 missing)
Surrogate splits:
c2 < 4280.279 to the right, agree=0.864, adj=0.308, (0 split)
c7 < 4242.717 to the right, agree=0.864, adj=0.308, (0 split)
c11 < 4217.642 to the right, agree=0.864, adj=0.308, (0 split)
c1 < 4363.92 to the right, agree=0.818, adj=0.077, (0 split)
c6 < 4342.514 to the right, agree=0.818, adj=0.077, (0 split)
Node number 2880: 78 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.01282051 P(node) =0.007453416
class counts: 77 1
probabilities: 0.987 0.013
left son=5760 (73 obs) right son=5761 (5 obs)
Primary splits:
c6 < 4336.085 to the right, improve=0.3743590, (0 missing)
c4 < 4620.542 to the right, improve=0.2243590, (0 missing)
c5 < 4115.325 to the right, improve=0.2243590, (0 missing)
c8 < 4075.653 to the right, improve=0.1965812, (0 missing)
c15 < 4689.221 to the left, improve=0.1561772, (0 missing)
Surrogate splits:
c8 < 4062.317 to the right, agree=0.974, adj=0.6, (0 split)
c11 < 4202.718 to the right, agree=0.949, adj=0.2, (0 split)
Node number 2881: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=5762 (1 obs) right son=5763 (1 obs)
Primary splits:
c1 < 4396.657 to the left, improve=1, (0 missing)
c2 < 4303.626 to the right, improve=1, (0 missing)
c3 < 4020.806 to the right, improve=1, (0 missing)
c4 < 4631.302 to the right, improve=1, (0 missing)
c5 < 4131.863 to the right, improve=1, (0 missing)
Node number 2896: 21 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.0952381 P(node) =0.002006689
class counts: 19 2
probabilities: 0.905 0.095
left son=5792 (17 obs) right son=5793 (4 obs)
Primary splits:
c9 < 4185.587 to the right, improve=1.6190480, (0 missing)
c1 < 4410.762 to the left, improve=0.7619048, (0 missing)
c16 < 4460.031 to the left, improve=0.6190476, (0 missing)
c5 < 4145.65 to the left, improve=0.5079365, (0 missing)
c7 < 4253.27 to the left, improve=0.5079365, (0 missing)
Surrogate splits:
c7 < 4219.037 to the right, agree=0.857, adj=0.25, (0 split)
Node number 2897: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 2898: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=5796 (4 obs) right son=5797 (1 obs)
Primary splits:
c8 < 4089.792 to the left, improve=1.6, (0 missing)
c9 < 4195.584 to the right, improve=1.6, (0 missing)
c1 < 4390.293 to the left, improve=0.6, (0 missing)
c2 < 4292.212 to the left, improve=0.6, (0 missing)
c3 < 4039.476 to the right, improve=0.6, (0 missing)
Node number 2899: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 2900: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 2901: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 2912: 282 observations, complexity param=0.002127207
predicted class=closed expected loss=0.3297872 P(node) =0.02694697
class counts: 189 93
probabilities: 0.670 0.330
left son=5824 (262 obs) right son=5825 (20 obs)
Primary splits:
c11 < 4184.539 to the right, improve=7.602323, (0 missing)
c3 < 4004.28 to the right, improve=6.806682, (0 missing)
c1 < 4316.251 to the right, improve=5.641055, (0 missing)
c9 < 4211.815 to the right, improve=5.008879, (0 missing)
c7 < 4249.447 to the right, improve=3.914916, (0 missing)
Node number 2913: 16 observations, complexity param=0.0004254414
predicted class=open expected loss=0.125 P(node) =0.001528906
class counts: 2 14
probabilities: 0.125 0.875
left son=5826 (2 obs) right son=5827 (14 obs)
Primary splits:
c4 < 4617.855 to the left, improve=3.500000, (0 missing)
c11 < 4194.742 to the left, improve=3.500000, (0 missing)
c10 < 4593.963 to the left, improve=2.166667, (0 missing)
c16 < 4381.524 to the left, improve=2.166667, (0 missing)
c2 < 4292.081 to the right, improve=1.633333, (0 missing)
Surrogate splits:
c11 < 4194.742 to the left, agree=1.000, adj=1.0, (0 split)
c10 < 4593.963 to the left, agree=0.938, adj=0.5, (0 split)
c16 < 4381.524 to the left, agree=0.938, adj=0.5, (0 split)
Node number 2914: 12 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.08333333 P(node) =0.001146679
class counts: 11 1
probabilities: 0.917 0.083
left son=5828 (11 obs) right son=5829 (1 obs)
Primary splits:
c2 < 4301.108 to the left, improve=1.8333330, (0 missing)
c3 < 4037.962 to the left, improve=1.8333330, (0 missing)
c1 < 4326.274 to the left, improve=0.8333333, (0 missing)
c4 < 4649.828 to the left, improve=0.8333333, (0 missing)
c5 < 4154.428 to the left, improve=0.8333333, (0 missing)
Node number 2915: 97 observations, complexity param=0.001276324
predicted class=open expected loss=0.257732 P(node) =0.009268992
class counts: 25 72
probabilities: 0.258 0.742
left son=5830 (16 obs) right son=5831 (81 obs)
Primary splits:
c3 < 4041.996 to the right, improve=7.077908, (0 missing)
c9 < 4194.771 to the left, improve=5.470696, (0 missing)
c10 < 4611.614 to the left, improve=4.503108, (0 missing)
c12 < 4253.902 to the right, improve=4.237944, (0 missing)
c15 < 4613.114 to the left, improve=4.140811, (0 missing)
Surrogate splits:
c9 < 4183.435 to the left, agree=0.866, adj=0.188, (0 split)
c10 < 4599.541 to the left, agree=0.866, adj=0.188, (0 split)
c7 < 4223.428 to the left, agree=0.856, adj=0.125, (0 split)
Node number 2916: 36 observations, complexity param=0.000319081
predicted class=closed expected loss=0.1388889 P(node) =0.003440038
class counts: 31 5
probabilities: 0.861 0.139
left son=5832 (30 obs) right son=5833 (6 obs)
Primary splits:
c4 < 4636.011 to the left, improve=1.877778, (0 missing)
c5 < 4117.626 to the left, improve=1.600202, (0 missing)
c8 < 4082.837 to the right, improve=1.552288, (0 missing)
c2 < 4262.406 to the right, improve=1.525397, (0 missing)
c1 < 4317.87 to the right, improve=1.388889, (0 missing)
Surrogate splits:
c2 < 4262.82 to the right, agree=0.889, adj=0.333, (0 split)
c11 < 4227.982 to the left, agree=0.889, adj=0.333, (0 split)
c1 < 4314.129 to the right, agree=0.861, adj=0.167, (0 split)
c6 < 4358.876 to the left, agree=0.861, adj=0.167, (0 split)
c8 < 4091.314 to the left, agree=0.861, adj=0.167, (0 split)
Node number 2917: 70 observations, complexity param=0.001169964
predicted class=open expected loss=0.2857143 P(node) =0.006688963
class counts: 20 50
probabilities: 0.286 0.714
left son=5834 (42 obs) right son=5835 (28 obs)
Primary splits:
c10 < 4615.227 to the right, improve=5.833333, (0 missing)
c3 < 4019.978 to the left, improve=5.156396, (0 missing)
c4 < 4625.388 to the left, improve=4.285714, (0 missing)
c8 < 4072.533 to the left, improve=3.949718, (0 missing)
c6 < 4337.978 to the left, improve=3.816572, (0 missing)
Surrogate splits:
c9 < 4202.606 to the right, agree=0.800, adj=0.500, (0 split)
c1 < 4322.849 to the left, agree=0.743, adj=0.357, (0 split)
c3 < 4028.018 to the left, agree=0.729, adj=0.321, (0 split)
c15 < 4604.58 to the right, agree=0.686, adj=0.214, (0 split)
c11 < 4201.41 to the right, agree=0.671, adj=0.179, (0 split)
Node number 2918: 58 observations, complexity param=0.0008508828
predicted class=open expected loss=0.4310345 P(node) =0.005542284
class counts: 25 33
probabilities: 0.431 0.569
left son=5836 (36 obs) right son=5837 (22 obs)
Primary splits:
c15 < 4613.534 to the left, improve=4.402821, (0 missing)
c5 < 4122.631 to the left, improve=3.448276, (0 missing)
c3 < 4004.048 to the right, improve=2.943225, (0 missing)
c11 < 4187.75 to the right, improve=2.486737, (0 missing)
c7 < 4227.512 to the left, improve=2.246725, (0 missing)
Surrogate splits:
c11 < 4211.117 to the left, agree=0.776, adj=0.409, (0 split)
c6 < 4346.41 to the left, agree=0.759, adj=0.364, (0 split)
c10 < 4625.719 to the left, agree=0.759, adj=0.364, (0 split)
c4 < 4631.448 to the left, agree=0.724, adj=0.273, (0 split)
c2 < 4263.408 to the right, agree=0.707, adj=0.227, (0 split)
Node number 2919: 136 observations, complexity param=0.0006381621
predicted class=open expected loss=0.1764706 P(node) =0.0129957
class counts: 24 112
probabilities: 0.176 0.824
left son=5838 (12 obs) right son=5839 (124 obs)
Primary splits:
c6 < 4352.449 to the right, improve=4.357369, (0 missing)
c13 < 4282.202 to the left, improve=3.183091, (0 missing)
c8 < 4042.908 to the left, improve=2.753292, (0 missing)
c11 < 4231.016 to the right, improve=2.753292, (0 missing)
c1 < 4284.502 to the left, improve=2.711230, (0 missing)
Surrogate splits:
c9 < 4182.785 to the left, agree=0.919, adj=0.083, (0 split)
Node number 2920: 18 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1666667 P(node) =0.001720019
class counts: 15 3
probabilities: 0.833 0.167
left son=5840 (15 obs) right son=5841 (3 obs)
Primary splits:
c10 < 4640.982 to the left, improve=1.800000, (0 missing)
c4 < 4624.233 to the right, improve=1.470588, (0 missing)
c6 < 4332.323 to the right, improve=1.470588, (0 missing)
c8 < 4067.443 to the right, improve=1.470588, (0 missing)
c2 < 4279.843 to the left, improve=1.000000, (0 missing)
Node number 2921: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 2922: 11 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3636364 P(node) =0.001051123
class counts: 7 4
probabilities: 0.636 0.364
left son=5844 (8 obs) right son=5845 (3 obs)
Primary splits:
c4 < 4639.558 to the left, improve=3.340909, (0 missing)
c6 < 4354.59 to the left, improve=3.340909, (0 missing)
c8 < 4090.013 to the left, improve=3.340909, (0 missing)
c1 < 4320.155 to the right, improve=1.876623, (0 missing)
c9 < 4206.377 to the right, improve=1.876623, (0 missing)
Surrogate splits:
c6 < 4354.59 to the left, agree=1.000, adj=1.000, (0 split)
c8 < 4090.013 to the left, agree=1.000, adj=1.000, (0 split)
c2 < 4294.892 to the left, agree=0.818, adj=0.333, (0 split)
c3 < 4030.472 to the left, agree=0.818, adj=0.333, (0 split)
c11 < 4220.541 to the left, agree=0.818, adj=0.333, (0 split)
Node number 2923: 50 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08 P(node) =0.004777831
class counts: 4 46
probabilities: 0.080 0.920
left son=5846 (3 obs) right son=5847 (47 obs)
Primary splits:
c9 < 4222.331 to the right, improve=2.196879, (0 missing)
c15 < 4625.533 to the right, improve=1.408780, (0 missing)
c1 < 4316.582 to the right, improve=1.242353, (0 missing)
c7 < 4250.443 to the right, improve=1.047646, (0 missing)
c5 < 4149.461 to the right, improve=0.735000, (0 missing)
Node number 2924: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 2925: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 2926: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 2927: 77 observations, complexity param=0.0001418138
predicted class=open expected loss=0.02597403 P(node) =0.00735786
class counts: 2 75
probabilities: 0.026 0.974
left son=5854 (10 obs) right son=5855 (67 obs)
Primary splits:
c15 < 4640.567 to the right, improve=0.6961039, (0 missing)
c9 < 4224.336 to the right, improve=0.2770563, (0 missing)
c6 < 4341.248 to the left, improve=0.2576062, (0 missing)
c16 < 4395.328 to the right, improve=0.2576062, (0 missing)
c4 < 4628.781 to the left, improve=0.2103896, (0 missing)
Surrogate splits:
c10 < 4645.055 to the right, agree=0.883, adj=0.1, (0 split)
c12 < 4280.984 to the right, agree=0.883, adj=0.1, (0 split)
c13 < 4316.906 to the right, agree=0.883, adj=0.1, (0 split)
Node number 2940: 50 observations, complexity param=0.0004963483
predicted class=open expected loss=0.46 P(node) =0.004777831
class counts: 23 27
probabilities: 0.460 0.540
left son=5880 (33 obs) right son=5881 (17 obs)
Primary splits:
c12 < 4221.184 to the right, improve=4.141248, (0 missing)
c10 < 4615.11 to the right, improve=3.240000, (0 missing)
c7 < 4239.321 to the left, improve=2.897143, (0 missing)
c15 < 4605.692 to the right, improve=2.601141, (0 missing)
c16 < 4365.51 to the left, improve=2.567575, (0 missing)
Surrogate splits:
c7 < 4242.807 to the left, agree=0.72, adj=0.176, (0 split)
c10 < 4602.695 to the right, agree=0.72, adj=0.176, (0 split)
c11 < 4216.931 to the left, agree=0.72, adj=0.176, (0 split)
c13 < 4274.6 to the right, agree=0.72, adj=0.176, (0 split)
c4 < 4621.703 to the left, agree=0.70, adj=0.118, (0 split)
Node number 2941: 31 observations, complexity param=0.0004254414
predicted class=open expected loss=0.09677419 P(node) =0.002962255
class counts: 3 28
probabilities: 0.097 0.903
left son=5882 (2 obs) right son=5883 (29 obs)
Primary splits:
c5 < 4106.52 to the left, improve=3.488320, (0 missing)
c1 < 4283.405 to the left, improve=1.686022, (0 missing)
c8 < 4043.561 to the left, improve=1.686022, (0 missing)
c16 < 4364.326 to the left, improve=1.686022, (0 missing)
c12 < 4223.762 to the left, improve=1.096278, (0 missing)
Node number 2942: 14 observations, complexity param=0.000319081
predicted class=open expected loss=0.3571429 P(node) =0.001337793
class counts: 5 9
probabilities: 0.357 0.643
left son=5884 (7 obs) right son=5885 (7 obs)
Primary splits:
c2 < 4258.579 to the left, improve=3.571429, (0 missing)
c5 < 4120.324 to the left, improve=3.155844, (0 missing)
c7 < 4250.714 to the right, improve=3.155844, (0 missing)
c15 < 4628.943 to the right, improve=3.155844, (0 missing)
c8 < 4088.139 to the right, improve=2.011905, (0 missing)
Surrogate splits:
c10 < 4624.266 to the left, agree=0.857, adj=0.714, (0 split)
c7 < 4227.093 to the right, agree=0.786, adj=0.571, (0 split)
c15 < 4625.313 to the right, agree=0.786, adj=0.571, (0 split)
c3 < 4006.153 to the left, agree=0.714, adj=0.429, (0 split)
c5 < 4120.324 to the left, agree=0.714, adj=0.429, (0 split)
Node number 2943: 153 observations, complexity param=0.000319081
predicted class=open expected loss=0.07189542 P(node) =0.01462016
class counts: 11 142
probabilities: 0.072 0.928
left son=5886 (15 obs) right son=5887 (138 obs)
Primary splits:
c13 < 4269.21 to the left, improve=2.273373, (0 missing)
c3 < 4033.231 to the right, improve=1.866442, (0 missing)
c8 < 4067.346 to the left, improve=1.745263, (0 missing)
c5 < 4092.564 to the left, improve=1.734090, (0 missing)
c16 < 4367.338 to the left, improve=1.654664, (0 missing)
Node number 3036: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3037: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3038: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=6076 (1 obs) right son=6077 (1 obs)
Primary splits:
c1 < 4388.755 to the right, improve=1, (0 missing)
c2 < 4299.565 to the right, improve=1, (0 missing)
c3 < 4062.859 to the right, improve=1, (0 missing)
c4 < 4618.128 to the right, improve=1, (0 missing)
c5 < 4162.764 to the right, improve=1, (0 missing)
Node number 3039: 75 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02666667 P(node) =0.007166746
class counts: 2 73
probabilities: 0.027 0.973
left son=6078 (2 obs) right son=6079 (73 obs)
Primary splits:
c9 < 4199.645 to the right, improve=0.9207306, (0 missing)
c2 < 4302.634 to the right, improve=0.4647619, (0 missing)
c7 < 4219.483 to the left, improve=0.2266667, (0 missing)
c11 < 4224.932 to the right, improve=0.2133333, (0 missing)
c10 < 4594.302 to the right, improve=0.1731841, (0 missing)
Node number 3060: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3061: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3062: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.5 P(node) =0.0003822265
class counts: 2 2
probabilities: 0.500 0.500
left son=6124 (2 obs) right son=6125 (2 obs)
Primary splits:
c1 < 4324.07 to the right, improve=2, (0 missing)
c4 < 4646.118 to the left, improve=2, (0 missing)
c8 < 4083.712 to the left, improve=2, (0 missing)
c9 < 4204.441 to the left, improve=2, (0 missing)
c10 < 4620.615 to the left, improve=2, (0 missing)
Surrogate splits:
c4 < 4646.118 to the left, agree=1, adj=1, (0 split)
c8 < 4083.712 to the left, agree=1, adj=1, (0 split)
c9 < 4204.441 to the left, agree=1, adj=1, (0 split)
c10 < 4620.615 to the left, agree=1, adj=1, (0 split)
c11 < 4209.487 to the left, agree=1, adj=1, (0 split)
Node number 3063: 48 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02083333 P(node) =0.004586718
class counts: 1 47
probabilities: 0.021 0.979
left son=6126 (4 obs) right son=6127 (44 obs)
Primary splits:
c7 < 4206.825 to the left, improve=0.4583333, (0 missing)
c3 < 4099.174 to the right, improve=0.2440476, (0 missing)
c5 < 4158.362 to the right, improve=0.1805556, (0 missing)
c12 < 4238.596 to the right, improve=0.1805556, (0 missing)
c6 < 4354.01 to the right, improve=0.1583333, (0 missing)
Node number 3064: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3065: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3068: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3069: 36 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02777778 P(node) =0.003440038
class counts: 1 35
probabilities: 0.028 0.972
left son=6138 (5 obs) right son=6139 (31 obs)
Primary splits:
c1 < 4425.331 to the left, improve=0.3444444, (0 missing)
c16 < 4462.451 to the left, improve=0.3444444, (0 missing)
c13 < 4307.378 to the left, improve=0.2777778, (0 missing)
c5 < 4162.145 to the left, improve=0.2301587, (0 missing)
c8 < 4061.134 to the left, improve=0.1944444, (0 missing)
Surrogate splits:
c12 < 4271.72 to the right, agree=0.917, adj=0.4, (0 split)
c3 < 4098.9 to the left, agree=0.889, adj=0.2, (0 split)
Node number 3072: 214 observations, complexity param=0.0001215547
predicted class=closed expected loss=0.02336449 P(node) =0.02044912
class counts: 209 5
probabilities: 0.977 0.023
left son=6144 (183 obs) right son=6145 (31 obs)
Primary splits:
c7 < 4232.3 to the left, improve=0.3907161, (0 missing)
c6 < 4319.252 to the right, improve=0.3026363, (0 missing)
c13 < 4271.756 to the right, improve=0.2797155, (0 missing)
c16 < 4359.693 to the left, improve=0.2405718, (0 missing)
c10 < 4608.149 to the left, improve=0.2049516, (0 missing)
Surrogate splits:
c1 < 4315.683 to the left, agree=0.869, adj=0.097, (0 split)
c2 < 4282.923 to the left, agree=0.860, adj=0.032, (0 split)
c10 < 4631.679 to the left, agree=0.860, adj=0.032, (0 split)
c11 < 4220.216 to the left, agree=0.860, adj=0.032, (0 split)
c15 < 4626.527 to the left, agree=0.860, adj=0.032, (0 split)
Node number 3073: 2 observations, complexity param=0.0001215547
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=6146 (1 obs) right son=6147 (1 obs)
Primary splits:
c1 < 4278.678 to the right, improve=1, (0 missing)
c2 < 4241.982 to the left, improve=1, (0 missing)
c3 < 3985.779 to the left, improve=1, (0 missing)
c4 < 4605.941 to the right, improve=1, (0 missing)
c5 < 4114.493 to the right, improve=1, (0 missing)
Node number 3074: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3075: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3076: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 3077: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3096: 24 observations
predicted class=closed expected loss=0 P(node) =0.002293359
class counts: 24 0
probabilities: 1.000 0.000
Node number 3097: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3098: 48 observations, complexity param=0.0003722612
predicted class=closed expected loss=0.2291667 P(node) =0.004586718
class counts: 37 11
probabilities: 0.771 0.229
left son=6196 (44 obs) right son=6197 (4 obs)
Primary splits:
c3 < 3979.501 to the right, improve=5.185606, (0 missing)
c4 < 4593.745 to the right, improve=3.637403, (0 missing)
c7 < 4225.4 to the left, improve=1.680556, (0 missing)
c1 < 4298.815 to the right, improve=1.498874, (0 missing)
c13 < 4266.354 to the right, improve=1.273485, (0 missing)
Node number 3099: 12 observations, complexity param=0.0003722612
predicted class=open expected loss=0.25 P(node) =0.001146679
class counts: 3 9
probabilities: 0.250 0.750
left son=6198 (4 obs) right son=6199 (8 obs)
Primary splits:
c3 < 4008.815 to the right, improve=3.0, (0 missing)
c5 < 4126.595 to the right, improve=2.7, (0 missing)
c12 < 4208.213 to the left, improve=2.7, (0 missing)
c8 < 4048.877 to the right, improve=2.1, (0 missing)
c2 < 4262.568 to the left, improve=1.5, (0 missing)
Surrogate splits:
c12 < 4216.508 to the left, agree=0.917, adj=0.75, (0 split)
c5 < 4126.595 to the right, agree=0.833, adj=0.50, (0 split)
c8 < 4046.753 to the right, agree=0.833, adj=0.50, (0 split)
c13 < 4266.978 to the left, agree=0.833, adj=0.50, (0 split)
c15 < 4582.855 to the left, agree=0.833, adj=0.50, (0 split)
Node number 3142: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3143: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 3144: 29 observations
predicted class=closed expected loss=0 P(node) =0.002771142
class counts: 29 0
probabilities: 1.000 0.000
Node number 3145: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=6290 (1 obs) right son=6291 (1 obs)
Primary splits:
c1 < 4298.73 to the left, improve=1, (0 missing)
c2 < 4263.616 to the left, improve=1, (0 missing)
c3 < 4013.256 to the left, improve=1, (0 missing)
c4 < 4610.153 to the right, improve=1, (0 missing)
c5 < 4109.484 to the left, improve=1, (0 missing)
Node number 3146: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3147: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 3148: 18 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1111111 P(node) =0.001720019
class counts: 16 2
probabilities: 0.889 0.111
left son=6296 (17 obs) right son=6297 (1 obs)
Primary splits:
c10 < 4594.419 to the right, improve=1.6732030, (0 missing)
c3 < 4002.454 to the right, improve=0.8888889, (0 missing)
c5 < 4108.308 to the right, improve=0.8888889, (0 missing)
c7 < 4218.221 to the right, improve=0.6984127, (0 missing)
c8 < 4053.252 to the left, improve=0.6805556, (0 missing)
Node number 3149: 8 observations, complexity param=0.0004254414
predicted class=open expected loss=0.375 P(node) =0.0007644529
class counts: 3 5
probabilities: 0.375 0.625
left son=6298 (2 obs) right son=6299 (6 obs)
Primary splits:
c5 < 4114.935 to the right, improve=2.0833330, (0 missing)
c9 < 4206.812 to the right, improve=2.0833330, (0 missing)
c12 < 4239.659 to the left, improve=1.3500000, (0 missing)
c15 < 4597.263 to the left, improve=1.3500000, (0 missing)
c1 < 4276.672 to the left, improve=0.8928571, (0 missing)
Surrogate splits:
c9 < 4206.812 to the right, agree=1.000, adj=1.0, (0 split)
c1 < 4278.952 to the left, agree=0.875, adj=0.5, (0 split)
c4 < 4609.967 to the left, agree=0.875, adj=0.5, (0 split)
c10 < 4616.533 to the right, agree=0.875, adj=0.5, (0 split)
c12 < 4232.951 to the left, agree=0.875, adj=0.5, (0 split)
Node number 3150: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3151: 9 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.0008600096
class counts: 1 8
probabilities: 0.111 0.889
left son=6302 (1 obs) right son=6303 (8 obs)
Primary splits:
c3 < 4039.783 to the right, improve=1.777778, (0 missing)
c5 < 4142.816 to the right, improve=1.777778, (0 missing)
c7 < 4206.338 to the left, improve=1.777778, (0 missing)
c9 < 4172.042 to the left, improve=1.777778, (0 missing)
c10 < 4599.013 to the left, improve=1.777778, (0 missing)
Node number 3152: 20 observations
predicted class=closed expected loss=0 P(node) =0.001911132
class counts: 20 0
probabilities: 1.000 0.000
Node number 3153: 26 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2307692 P(node) =0.002484472
class counts: 20 6
probabilities: 0.769 0.231
left son=6306 (21 obs) right son=6307 (5 obs)
Primary splits:
c3 < 3970.939 to the right, improve=1.687912, (0 missing)
c7 < 4220.915 to the left, improve=1.466063, (0 missing)
c1 < 4266.148 to the right, improve=1.288740, (0 missing)
c4 < 4611.968 to the left, improve=1.256913, (0 missing)
c2 < 4239.182 to the right, improve=1.230769, (0 missing)
Surrogate splits:
c5 < 4106.385 to the right, agree=0.885, adj=0.4, (0 split)
c16 < 4330.499 to the right, agree=0.885, adj=0.4, (0 split)
c1 < 4266.148 to the right, agree=0.846, adj=0.2, (0 split)
c15 < 4596.632 to the left, agree=0.846, adj=0.2, (0 split)
Node number 3166: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=6332 (1 obs) right son=6333 (1 obs)
Primary splits:
c1 < 4282.273 to the right, improve=1, (0 missing)
c2 < 4254.753 to the left, improve=1, (0 missing)
c3 < 3991.284 to the right, improve=1, (0 missing)
c4 < 4612.151 to the right, improve=1, (0 missing)
c5 < 4113.492 to the left, improve=1, (0 missing)
Node number 3167: 15 observations
predicted class=open expected loss=0 P(node) =0.001433349
class counts: 0 15
probabilities: 0.000 1.000
Node number 3200: 63 observations
predicted class=closed expected loss=0 P(node) =0.006020067
class counts: 63 0
probabilities: 1.000 0.000
Node number 3201: 4 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=6402 (3 obs) right son=6403 (1 obs)
Primary splits:
c1 < 4293.822 to the left, improve=1.5, (0 missing)
c2 < 4252.87 to the right, improve=1.5, (0 missing)
c9 < 4194.337 to the left, improve=1.5, (0 missing)
c10 < 4612.823 to the left, improve=1.5, (0 missing)
c11 < 4198.274 to the left, improve=1.5, (0 missing)
Node number 3202: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3203: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3216: 26 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.03846154 P(node) =0.002484472
class counts: 25 1
probabilities: 0.962 0.038
left son=6432 (25 obs) right son=6433 (1 obs)
Primary splits:
c8 < 4054.237 to the left, improve=1.9230770, (0 missing)
c9 < 4196.547 to the left, improve=0.5897436, (0 missing)
c4 < 4615.374 to the right, improve=0.4230769, (0 missing)
c3 < 4004.491 to the right, improve=0.3230769, (0 missing)
c11 < 4199.291 to the left, improve=0.2564103, (0 missing)
Node number 3217: 73 observations, complexity param=0.0004786216
predicted class=closed expected loss=0.2739726 P(node) =0.006975633
class counts: 53 20
probabilities: 0.726 0.274
left son=6434 (48 obs) right son=6435 (25 obs)
Primary splits:
c1 < 4286.34 to the right, improve=3.227763, (0 missing)
c7 < 4240.045 to the right, improve=2.374429, (0 missing)
c16 < 4341.975 to the right, improve=2.048893, (0 missing)
c15 < 4572.61 to the right, improve=1.917907, (0 missing)
c9 < 4205.27 to the right, improve=1.883587, (0 missing)
Surrogate splits:
c16 < 4337.933 to the right, agree=0.808, adj=0.44, (0 split)
c15 < 4608.715 to the left, agree=0.767, adj=0.32, (0 split)
c13 < 4268.145 to the right, agree=0.753, adj=0.28, (0 split)
c2 < 4245.646 to the right, agree=0.712, adj=0.16, (0 split)
c10 < 4610.991 to the right, agree=0.712, adj=0.16, (0 split)
Node number 3224: 9 observations
predicted class=closed expected loss=0 P(node) =0.0008600096
class counts: 9 0
probabilities: 1.000 0.000
Node number 3225: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=6450 (1 obs) right son=6451 (3 obs)
Primary splits:
c2 < 4258.43 to the left, improve=1.5, (0 missing)
c3 < 4028.668 to the right, improve=1.5, (0 missing)
c5 < 4131.061 to the right, improve=1.5, (0 missing)
c7 < 4198.609 to the left, improve=1.5, (0 missing)
c8 < 4053.242 to the right, improve=1.5, (0 missing)
Node number 3312: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 3313: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=6626 (1 obs) right son=6627 (1 obs)
Primary splits:
c1 < 4288.142 to the right, improve=1, (0 missing)
c2 < 4254.103 to the left, improve=1, (0 missing)
c3 < 3996.035 to the right, improve=1, (0 missing)
c4 < 4620.086 to the right, improve=1, (0 missing)
c5 < 4123.516 to the left, improve=1, (0 missing)
Node number 3314: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3315: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 3316: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 3317: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 3322: 44 observations, complexity param=0.000319081
predicted class=open expected loss=0.3636364 P(node) =0.004204491
class counts: 16 28
probabilities: 0.364 0.636
left son=6644 (19 obs) right son=6645 (25 obs)
Primary splits:
c10 < 4613.488 to the right, improve=3.100478, (0 missing)
c7 < 4224.812 to the right, improve=2.585859, (0 missing)
c11 < 4183.866 to the right, improve=2.201474, (0 missing)
c15 < 4590.811 to the left, improve=2.047034, (0 missing)
c6 < 4350.636 to the right, improve=1.696970, (0 missing)
Surrogate splits:
c9 < 4199.744 to the right, agree=0.750, adj=0.421, (0 split)
c5 < 4110.244 to the left, agree=0.682, adj=0.263, (0 split)
c6 < 4343.628 to the right, agree=0.682, adj=0.263, (0 split)
c4 < 4619.447 to the right, agree=0.659, adj=0.211, (0 split)
c7 < 4230.559 to the right, agree=0.659, adj=0.211, (0 split)
Node number 3323: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 3326: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3327: 81 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08641975 P(node) =0.007740086
class counts: 7 74
probabilities: 0.086 0.914
left son=6654 (46 obs) right son=6655 (35 obs)
Primary splits:
c8 < 4051.731 to the left, improve=0.9205582, (0 missing)
c4 < 4614.458 to the left, improve=0.7901235, (0 missing)
c12 < 4236.211 to the left, improve=0.7901235, (0 missing)
c11 < 4167.65 to the left, improve=0.7015159, (0 missing)
c1 < 4288.515 to the right, improve=0.6681075, (0 missing)
Surrogate splits:
c11 < 4190.687 to the right, agree=0.642, adj=0.171, (0 split)
c10 < 4620.018 to the left, agree=0.630, adj=0.143, (0 split)
c12 < 4255.187 to the left, agree=0.630, adj=0.143, (0 split)
c2 < 4249.439 to the left, agree=0.617, adj=0.114, (0 split)
c9 < 4197.44 to the left, agree=0.617, adj=0.114, (0 split)
Node number 3456: 41 observations
predicted class=closed expected loss=0 P(node) =0.003917821
class counts: 41 0
probabilities: 1.000 0.000
Node number 3457: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.5 P(node) =0.0003822265
class counts: 2 2
probabilities: 0.500 0.500
left son=6914 (2 obs) right son=6915 (2 obs)
Primary splits:
c4 < 4604.282 to the left, improve=2, (0 missing)
c6 < 4320.117 to the right, improve=2, (0 missing)
c7 < 4206.3 to the left, improve=2, (0 missing)
c9 < 4175.998 to the left, improve=2, (0 missing)
c12 < 4235.505 to the left, improve=2, (0 missing)
Surrogate splits:
c6 < 4320.117 to the right, agree=1, adj=1, (0 split)
c7 < 4206.3 to the left, agree=1, adj=1, (0 split)
c9 < 4175.998 to the left, agree=1, adj=1, (0 split)
c12 < 4235.505 to the left, agree=1, adj=1, (0 split)
c15 < 4579.645 to the left, agree=1, adj=1, (0 split)
Node number 3472: 69 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.2608696 P(node) =0.006593407
class counts: 51 18
probabilities: 0.739 0.261
left son=6944 (52 obs) right son=6945 (17 obs)
Primary splits:
c13 < 4254.677 to the right, improve=3.253492, (0 missing)
c5 < 4122.459 to the left, improve=2.845733, (0 missing)
c3 < 4053.753 to the left, improve=2.250487, (0 missing)
c12 < 4292.561 to the left, improve=2.250487, (0 missing)
c1 < 4295.019 to the right, improve=1.977117, (0 missing)
Surrogate splits:
c3 < 3989.672 to the right, agree=0.783, adj=0.118, (0 split)
c1 < 4275.525 to the right, agree=0.768, adj=0.059, (0 split)
c10 < 4621.024 to the left, agree=0.768, adj=0.059, (0 split)
Node number 3473: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 3474: 7 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=6948 (5 obs) right son=6949 (2 obs)
Primary splits:
c1 < 4272.964 to the left, improve=2.857143, (0 missing)
c10 < 4611.175 to the left, improve=2.857143, (0 missing)
c16 < 4338.864 to the left, improve=2.857143, (0 missing)
c3 < 4003.098 to the right, improve=1.523810, (0 missing)
c4 < 4615.374 to the right, improve=1.523810, (0 missing)
Surrogate splits:
c10 < 4611.175 to the left, agree=1.000, adj=1.0, (0 split)
c16 < 4338.864 to the left, agree=1.000, adj=1.0, (0 split)
c3 < 4003.098 to the right, agree=0.857, adj=0.5, (0 split)
c4 < 4615.374 to the right, agree=0.857, adj=0.5, (0 split)
c7 < 4213.016 to the left, agree=0.857, adj=0.5, (0 split)
Node number 3475: 13 observations
predicted class=open expected loss=0 P(node) =0.001242236
class counts: 0 13
probabilities: 0.000 1.000
Node number 3478: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=6956 (1 obs) right son=6957 (2 obs)
Primary splits:
c1 < 4292.415 to the left, improve=1.333333, (0 missing)
c3 < 3998.07 to the right, improve=1.333333, (0 missing)
c9 < 4198.815 to the right, improve=1.333333, (0 missing)
c10 < 4609.963 to the right, improve=1.333333, (0 missing)
c11 < 4186.119 to the left, improve=1.333333, (0 missing)
Node number 3479: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 3484: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 3485: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=6970 (1 obs) right son=6971 (5 obs)
Primary splits:
c5 < 4100.306 to the left, improve=1.666667, (0 missing)
c8 < 4050.37 to the left, improve=1.666667, (0 missing)
c9 < 4199.299 to the right, improve=1.666667, (0 missing)
c12 < 4275.156 to the right, improve=1.666667, (0 missing)
c13 < 4249.465 to the left, improve=1.666667, (0 missing)
Node number 3486: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=6972 (3 obs) right son=6973 (3 obs)
Primary splits:
c15 < 4597.178 to the left, improve=3.0, (0 missing)
c1 < 4280.678 to the right, improve=1.5, (0 missing)
c3 < 3998.74 to the right, improve=1.5, (0 missing)
c4 < 4611.022 to the left, improve=1.5, (0 missing)
c5 < 4113.03 to the left, improve=1.5, (0 missing)
Surrogate splits:
c1 < 4280.678 to the right, agree=0.833, adj=0.667, (0 split)
c3 < 3998.74 to the right, agree=0.833, adj=0.667, (0 split)
c4 < 4611.022 to the left, agree=0.833, adj=0.667, (0 split)
c5 < 4113.03 to the left, agree=0.833, adj=0.667, (0 split)
c6 < 4333.454 to the right, agree=0.833, adj=0.667, (0 split)
Node number 3487: 46 observations, complexity param=0.000319081
predicted class=open expected loss=0.08695652 P(node) =0.004395604
class counts: 4 42
probabilities: 0.087 0.913
left son=6974 (9 obs) right son=6975 (37 obs)
Primary splits:
c16 < 4326.412 to the left, improve=1.3584020, (0 missing)
c7 < 4218.634 to the left, improve=0.9043478, (0 missing)
c15 < 4597.434 to the right, improve=0.6525621, (0 missing)
c12 < 4211.544 to the left, improve=0.5148741, (0 missing)
c4 < 4617.107 to the left, improve=0.4472050, (0 missing)
Surrogate splits:
c13 < 4250.522 to the left, agree=0.848, adj=0.222, (0 split)
c15 < 4568.119 to the left, agree=0.848, adj=0.222, (0 split)
c1 < 4259.068 to the left, agree=0.826, adj=0.111, (0 split)
c7 < 4202.162 to the left, agree=0.826, adj=0.111, (0 split)
Node number 3500: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 3501: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3502: 11 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.4545455 P(node) =0.001051123
class counts: 6 5
probabilities: 0.545 0.455
left son=7004 (4 obs) right son=7005 (7 obs)
Primary splits:
c4 < 4604.454 to the left, improve=2.597403, (0 missing)
c5 < 4104.01 to the left, improve=2.597403, (0 missing)
c7 < 4214.439 to the left, improve=2.597403, (0 missing)
c6 < 4334.502 to the left, improve=2.454545, (0 missing)
c9 < 4200.14 to the left, improve=2.454545, (0 missing)
Surrogate splits:
c7 < 4214.439 to the left, agree=1.000, adj=1.00, (0 split)
c3 < 3976.98 to the left, agree=0.909, adj=0.75, (0 split)
c6 < 4319.001 to the left, agree=0.909, adj=0.75, (0 split)
c8 < 4038.78 to the left, agree=0.818, adj=0.50, (0 split)
c16 < 4325.712 to the left, agree=0.818, adj=0.50, (0 split)
Node number 3503: 62 observations, complexity param=0.0002836276
predicted class=open expected loss=0.1451613 P(node) =0.00592451
class counts: 9 53
probabilities: 0.145 0.855
left son=7006 (14 obs) right son=7007 (48 obs)
Primary splits:
c1 < 4261.617 to the left, improve=1.625192, (0 missing)
c6 < 4349.572 to the right, improve=1.485457, (0 missing)
c8 < 4026.52 to the left, improve=1.485457, (0 missing)
c12 < 4169.218 to the left, improve=1.485457, (0 missing)
c15 < 4604.881 to the right, improve=1.485457, (0 missing)
Surrogate splits:
c11 < 4172.626 to the left, agree=0.855, adj=0.357, (0 split)
c2 < 4233.719 to the left, agree=0.823, adj=0.214, (0 split)
c16 < 4319.815 to the left, agree=0.823, adj=0.214, (0 split)
c7 < 4196.869 to the left, agree=0.806, adj=0.143, (0 split)
c4 < 4590.971 to the left, agree=0.790, adj=0.071, (0 split)
Node number 3516: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3517: 33 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1515152 P(node) =0.003153368
class counts: 5 28
probabilities: 0.152 0.848
left son=7034 (6 obs) right son=7035 (27 obs)
Primary splits:
c12 < 4250.689 to the right, improve=1.781145, (0 missing)
c10 < 4612.775 to the left, improve=1.484848, (0 missing)
c3 < 3980.114 to the right, improve=1.426025, (0 missing)
c1 < 4274.392 to the left, improve=1.363969, (0 missing)
c16 < 4342.894 to the left, improve=1.246753, (0 missing)
Surrogate splits:
c6 < 4346.605 to the right, agree=0.848, adj=0.167, (0 split)
Node number 3518: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3519: 87 observations, complexity param=0.0001063603
predicted class=open expected loss=0.01149425 P(node) =0.008313426
class counts: 1 86
probabilities: 0.011 0.989
left son=7038 (2 obs) right son=7039 (85 obs)
Primary splits:
c8 < 4053.667 to the right, improve=0.9770115, (0 missing)
c6 < 4318.624 to the left, improve=0.3103448, (0 missing)
c1 < 4290.185 to the right, improve=0.2270115, (0 missing)
c10 < 4609.234 to the right, improve=0.1588297, (0 missing)
c11 < 4178.508 to the left, improve=0.1436782, (0 missing)
Node number 3600: 28 observations
predicted class=closed expected loss=0 P(node) =0.002675585
class counts: 28 0
probabilities: 1.000 0.000
Node number 3601: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3618: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 3619: 3 observations, complexity param=0.0001418138
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=7238 (1 obs) right son=7239 (2 obs)
Primary splits:
c1 < 4319.027 to the right, improve=1.333333, (0 missing)
c2 < 4269.943 to the left, improve=1.333333, (0 missing)
c3 < 3999.851 to the left, improve=1.333333, (0 missing)
c4 < 4618.497 to the right, improve=1.333333, (0 missing)
c5 < 4121.225 to the left, improve=1.333333, (0 missing)
Node number 3620: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 3621: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3624: 22 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1818182 P(node) =0.002102246
class counts: 18 4
probabilities: 0.818 0.182
left son=7248 (20 obs) right son=7249 (2 obs)
Primary splits:
c11 < 4158.846 to the right, improve=2.945455, (0 missing)
c2 < 4257.888 to the right, improve=1.745455, (0 missing)
c1 < 4325.172 to the left, improve=1.402597, (0 missing)
c12 < 4203.742 to the right, improve=1.402597, (0 missing)
c9 < 4194.873 to the right, improve=1.212121, (0 missing)
Node number 3625: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 3632: 419 observations, complexity param=0.001595405
predicted class=closed expected loss=0.3508353 P(node) =0.04003822
class counts: 272 147
probabilities: 0.649 0.351
left son=7264 (234 obs) right son=7265 (185 obs)
Primary splits:
c2 < 4252.655 to the left, improve=12.191210, (0 missing)
c9 < 4191.732 to the left, improve=10.822130, (0 missing)
c11 < 4202.115 to the left, improve= 7.470605, (0 missing)
c3 < 3971.175 to the left, improve= 7.127052, (0 missing)
c4 < 4607.406 to the left, improve= 6.637453, (0 missing)
Surrogate splits:
c13 < 4276.647 to the left, agree=0.654, adj=0.216, (0 split)
c16 < 4348.455 to the left, agree=0.630, adj=0.162, (0 split)
c3 < 3990.364 to the left, agree=0.611, adj=0.119, (0 split)
c1 < 4285.481 to the left, agree=0.609, adj=0.114, (0 split)
c5 < 4109.684 to the left, agree=0.601, adj=0.097, (0 split)
Node number 3633: 59 observations, complexity param=0.0008508828
predicted class=open expected loss=0.3220339 P(node) =0.00563784
class counts: 19 40
probabilities: 0.322 0.678
left son=7266 (18 obs) right son=7267 (41 obs)
Primary splits:
c8 < 4060.762 to the left, improve=4.329108, (0 missing)
c2 < 4242.773 to the right, improve=4.171803, (0 missing)
c13 < 4279.095 to the right, improve=3.944530, (0 missing)
c12 < 4224.744 to the right, improve=3.541535, (0 missing)
c1 < 4283.408 to the right, improve=3.354191, (0 missing)
Surrogate splits:
c12 < 4231.549 to the right, agree=0.763, adj=0.222, (0 split)
c9 < 4180.188 to the left, agree=0.729, adj=0.111, (0 split)
c10 < 4594.785 to the left, agree=0.729, adj=0.111, (0 split)
c13 < 4279.095 to the right, agree=0.729, adj=0.111, (0 split)
c16 < 4357.192 to the right, agree=0.729, adj=0.111, (0 split)
Node number 3634: 223 observations, complexity param=0.003935333
predicted class=closed expected loss=0.4843049 P(node) =0.02130913
class counts: 115 108
probabilities: 0.516 0.484
left son=7268 (151 obs) right son=7269 (72 obs)
Primary splits:
c1 < 4284.138 to the right, improve=10.673250, (0 missing)
c11 < 4189.112 to the left, improve= 8.552477, (0 missing)
c16 < 4343.773 to the right, improve= 7.938333, (0 missing)
c15 < 4580.247 to the left, improve= 7.044651, (0 missing)
c10 < 4627.235 to the right, improve= 5.092800, (0 missing)
Surrogate splits:
c16 < 4339.03 to the right, agree=0.717, adj=0.125, (0 split)
c3 < 3976.49 to the right, agree=0.713, adj=0.111, (0 split)
c2 < 4242.175 to the right, agree=0.695, adj=0.056, (0 split)
c4 < 4614.982 to the left, agree=0.695, adj=0.056, (0 split)
c5 < 4111.863 to the right, agree=0.691, adj=0.042, (0 split)
Node number 3635: 333 observations, complexity param=0.001595405
predicted class=open expected loss=0.3213213 P(node) =0.03182035
class counts: 107 226
probabilities: 0.321 0.679
left son=7270 (76 obs) right son=7271 (257 obs)
Primary splits:
c7 < 4232.283 to the right, improve=7.247989, (0 missing)
c2 < 4229.724 to the left, improve=3.729638, (0 missing)
c3 < 3981.143 to the left, improve=3.524783, (0 missing)
c1 < 4267.224 to the left, improve=3.203598, (0 missing)
c11 < 4153.831 to the right, improve=3.017802, (0 missing)
Surrogate splits:
c9 < 4215.385 to the right, agree=0.811, adj=0.171, (0 split)
c11 < 4212.629 to the right, agree=0.802, adj=0.132, (0 split)
c10 < 4628.776 to the right, agree=0.796, adj=0.105, (0 split)
c15 < 4616.765 to the right, agree=0.790, adj=0.079, (0 split)
c13 < 4289.133 to the right, agree=0.787, adj=0.066, (0 split)
Node number 3636: 59 observations, complexity param=0.0007445224
predicted class=closed expected loss=0.2542373 P(node) =0.00563784
class counts: 44 15
probabilities: 0.746 0.254
left son=7272 (40 obs) right son=7273 (19 obs)
Primary splits:
c10 < 4624.647 to the left, improve=5.909723, (0 missing)
c13 < 4281.524 to the left, improve=4.237746, (0 missing)
c12 < 4242.45 to the left, improve=3.693516, (0 missing)
c11 < 4200.873 to the left, improve=3.656215, (0 missing)
c4 < 4621.046 to the left, improve=3.128979, (0 missing)
Surrogate splits:
c11 < 4207.533 to the left, agree=0.746, adj=0.211, (0 split)
c2 < 4247.988 to the right, agree=0.729, adj=0.158, (0 split)
c7 < 4248.673 to the left, agree=0.729, adj=0.158, (0 split)
c9 < 4216.841 to the left, agree=0.729, adj=0.158, (0 split)
c6 < 4332.698 to the right, agree=0.712, adj=0.105, (0 split)
Node number 3637: 24 observations, complexity param=0.0006381621
predicted class=open expected loss=0.2916667 P(node) =0.002293359
class counts: 7 17
probabilities: 0.292 0.708
left son=7274 (9 obs) right son=7275 (15 obs)
Primary splits:
c8 < 4088.494 to the left, improve=4.050000, (0 missing)
c15 < 4585.409 to the right, improve=3.455128, (0 missing)
c5 < 4127.942 to the right, improve=3.440476, (0 missing)
c13 < 4278.996 to the left, improve=2.450000, (0 missing)
c2 < 4275.862 to the right, improve=2.189394, (0 missing)
Surrogate splits:
c3 < 4000.589 to the right, agree=0.833, adj=0.556, (0 split)
c9 < 4189.672 to the left, agree=0.792, adj=0.444, (0 split)
c5 < 4127.942 to the right, agree=0.750, adj=0.333, (0 split)
c7 < 4226.573 to the left, agree=0.750, adj=0.333, (0 split)
c11 < 4179.287 to the left, agree=0.750, adj=0.333, (0 split)
Node number 3638: 355 observations, complexity param=0.001914486
predicted class=open expected loss=0.4338028 P(node) =0.0339226
class counts: 154 201
probabilities: 0.434 0.566
left son=7276 (248 obs) right son=7277 (107 obs)
Primary splits:
c15 < 4606.477 to the left, improve=17.284950, (0 missing)
c12 < 4214.272 to the left, improve= 7.364124, (0 missing)
c3 < 3995.813 to the right, improve= 5.550982, (0 missing)
c11 < 4211.414 to the left, improve= 5.355876, (0 missing)
c6 < 4326.127 to the right, improve= 4.769040, (0 missing)
Surrogate splits:
c11 < 4211.157 to the left, agree=0.752, adj=0.178, (0 split)
c8 < 4055.573 to the right, agree=0.724, adj=0.084, (0 split)
c7 < 4246.624 to the left, agree=0.718, adj=0.065, (0 split)
c2 < 4278.22 to the left, agree=0.707, adj=0.028, (0 split)
c6 < 4319.799 to the right, agree=0.707, adj=0.028, (0 split)
Node number 3639: 522 observations, complexity param=0.0009217897
predicted class=open expected loss=0.2528736 P(node) =0.04988055
class counts: 132 390
probabilities: 0.253 0.747
left son=7278 (204 obs) right son=7279 (318 obs)
Primary splits:
c11 < 4194.854 to the left, improve=7.379559, (0 missing)
c7 < 4244.344 to the right, improve=6.004826, (0 missing)
c2 < 4242.553 to the left, improve=4.744600, (0 missing)
c4 < 4620.83 to the left, improve=4.487802, (0 missing)
c15 < 4600.231 to the left, improve=3.503652, (0 missing)
Surrogate splits:
c15 < 4590.079 to the left, agree=0.697, adj=0.225, (0 split)
c13 < 4258.522 to the left, agree=0.669, adj=0.152, (0 split)
c9 < 4191.495 to the left, agree=0.663, adj=0.137, (0 split)
c10 < 4601.712 to the left, agree=0.653, adj=0.113, (0 split)
c7 < 4216.673 to the left, agree=0.649, adj=0.103, (0 split)
Node number 3640: 12 observations
predicted class=closed expected loss=0 P(node) =0.001146679
class counts: 12 0
probabilities: 1.000 0.000
Node number 3641: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3642: 10 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3 P(node) =0.0009555662
class counts: 7 3
probabilities: 0.700 0.300
left son=7284 (8 obs) right son=7285 (2 obs)
Primary splits:
c2 < 4274.337 to the left, improve=2.450000, (0 missing)
c4 < 4622.717 to the left, improve=2.450000, (0 missing)
c1 < 4303.754 to the right, improve=1.200000, (0 missing)
c10 < 4600.069 to the right, improve=1.200000, (0 missing)
c9 < 4191.027 to the right, improve=1.152381, (0 missing)
Surrogate splits:
c4 < 4622.717 to the left, agree=1, adj=1, (0 split)
Node number 3643: 38 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1578947 P(node) =0.003631151
class counts: 6 32
probabilities: 0.158 0.842
left son=7286 (2 obs) right son=7287 (36 obs)
Primary splits:
c12 < 4256.197 to the right, improve=2.994152, (0 missing)
c16 < 4349.572 to the left, improve=2.605263, (0 missing)
c9 < 4194.125 to the left, improve=2.371930, (0 missing)
c6 < 4336.074 to the left, improve=2.250718, (0 missing)
c3 < 4029.924 to the left, improve=2.031417, (0 missing)
Node number 3644: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 3645: 22 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2272727 P(node) =0.002102246
class counts: 5 17
probabilities: 0.227 0.773
left son=7290 (6 obs) right son=7291 (16 obs)
Primary splits:
c9 < 4182.876 to the left, improve=3.185606, (0 missing)
c5 < 4142.074 to the right, improve=2.627273, (0 missing)
c8 < 4060.53 to the left, improve=2.627273, (0 missing)
c10 < 4600.401 to the left, improve=2.432035, (0 missing)
c1 < 4297.26 to the right, improve=1.436674, (0 missing)
Surrogate splits:
c7 < 4202.258 to the left, agree=0.864, adj=0.500, (0 split)
c5 < 4137.698 to the right, agree=0.818, adj=0.333, (0 split)
c8 < 4060.53 to the left, agree=0.818, adj=0.333, (0 split)
c12 < 4205.133 to the left, agree=0.818, adj=0.333, (0 split)
c2 < 4251.798 to the left, agree=0.773, adj=0.167, (0 split)
Node number 3646: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3647: 157 observations, complexity param=0.0002127207
predicted class=open expected loss=0.04458599 P(node) =0.01500239
class counts: 7 150
probabilities: 0.045 0.955
left son=7294 (1 obs) right son=7295 (156 obs)
Primary splits:
c13 < 4242.755 to the left, improve=1.8373350, (0 missing)
c4 < 4621.114 to the right, improve=0.9554638, (0 missing)
c1 < 4307.963 to the right, improve=0.7113666, (0 missing)
c8 < 4074.191 to the right, improve=0.7044949, (0 missing)
c15 < 4595.265 to the left, improve=0.6198695, (0 missing)
Node number 3772: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3773: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3774: 7 observations, complexity param=0.0001418138
predicted class=open expected loss=0.2857143 P(node) =0.0006688963
class counts: 2 5
probabilities: 0.286 0.714
left son=7548 (3 obs) right son=7549 (4 obs)
Primary splits:
c15 < 4580.325 to the right, improve=1.523810, (0 missing)
c2 < 4231.72 to the left, improve=1.190476, (0 missing)
c4 < 4617.15 to the right, improve=1.190476, (0 missing)
c6 < 4339.257 to the right, improve=1.190476, (0 missing)
c9 < 4192.893 to the left, improve=1.190476, (0 missing)
Surrogate splits:
c3 < 3966.657 to the right, agree=0.857, adj=0.667, (0 split)
c5 < 4103.563 to the right, agree=0.857, adj=0.667, (0 split)
c6 < 4325.686 to the right, agree=0.857, adj=0.667, (0 split)
c8 < 4076.688 to the right, agree=0.857, adj=0.667, (0 split)
c12 < 4234.74 to the left, agree=0.857, adj=0.667, (0 split)
Node number 3775: 37 observations
predicted class=open expected loss=0 P(node) =0.003535595
class counts: 0 37
probabilities: 0.000 1.000
Node number 3782: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3783: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 3786: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3787: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 3788: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3789: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3808: 13 observations
predicted class=closed expected loss=0 P(node) =0.001242236
class counts: 13 0
probabilities: 1.000 0.000
Node number 3809: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3810: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3811: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 3820: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3821: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3832: 16 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1875 P(node) =0.001528906
class counts: 13 3
probabilities: 0.813 0.188
left son=7664 (14 obs) right son=7665 (2 obs)
Primary splits:
c3 < 4019.296 to the left, improve=3.017857, (0 missing)
c13 < 4263.975 to the left, improve=2.475000, (0 missing)
c1 < 4272.935 to the left, improve=1.446429, (0 missing)
c4 < 4611.385 to the left, improve=1.446429, (0 missing)
c5 < 4129.159 to the left, improve=1.408333, (0 missing)
Node number 3833: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 3834: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=7668 (2 obs) right son=7669 (1 obs)
Primary splits:
c1 < 4269.309 to the right, improve=1.333333, (0 missing)
c3 < 4019.894 to the left, improve=1.333333, (0 missing)
c4 < 4596.788 to the right, improve=1.333333, (0 missing)
c7 < 4197.712 to the right, improve=1.333333, (0 missing)
c8 < 4065.506 to the left, improve=1.333333, (0 missing)
Node number 3835: 29 observations
predicted class=open expected loss=0 P(node) =0.002771142
class counts: 0 29
probabilities: 0.000 1.000
Node number 3836: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 3837: 7 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1428571 P(node) =0.0006688963
class counts: 1 6
probabilities: 0.143 0.857
left son=7674 (1 obs) right son=7675 (6 obs)
Primary splits:
c4 < 4597.857 to the left, improve=1.7142860, (0 missing)
c6 < 4318.903 to the right, improve=1.7142860, (0 missing)
c10 < 4600.823 to the left, improve=1.7142860, (0 missing)
c16 < 4329.935 to the right, improve=1.7142860, (0 missing)
c1 < 4279.645 to the right, improve=0.7142857, (0 missing)
Node number 3838: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3839: 387 observations, complexity param=0.000319081
predicted class=open expected loss=0.05943152 P(node) =0.03698041
class counts: 23 364
probabilities: 0.059 0.941
left son=7678 (1 obs) right son=7679 (386 obs)
Primary splits:
c3 < 4050.597 to the right, improve=1.7739220, (0 missing)
c16 < 4281.684 to the left, improve=1.6581700, (0 missing)
c12 < 4230.309 to the left, improve=1.3430240, (0 missing)
c10 < 4615.71 to the right, improve=1.2432460, (0 missing)
c1 < 4268.626 to the right, improve=0.8799024, (0 missing)
Node number 3970: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3971: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 3972: 38 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2631579 P(node) =0.003631151
class counts: 28 10
probabilities: 0.737 0.263
left son=7944 (36 obs) right son=7945 (2 obs)
Primary splits:
c1 < 4303.29 to the left, improve=2.292398, (0 missing)
c2 < 4273.805 to the left, improve=2.292398, (0 missing)
c6 < 4360.406 to the left, improve=2.292398, (0 missing)
c10 < 4646.639 to the left, improve=2.292398, (0 missing)
c5 < 4141.421 to the left, improve=2.119195, (0 missing)
Node number 3973: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 3974: 15 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.4 P(node) =0.001433349
class counts: 9 6
probabilities: 0.600 0.400
left son=7948 (12 obs) right son=7949 (3 obs)
Primary splits:
c5 < 4108.951 to the right, improve=2.700000, (0 missing)
c11 < 4211.928 to the left, improve=2.700000, (0 missing)
c10 < 4626.831 to the left, improve=1.735714, (0 missing)
c3 < 3991.122 to the right, improve=1.661538, (0 missing)
c6 < 4359.432 to the left, improve=1.661538, (0 missing)
Surrogate splits:
c3 < 3991.122 to the right, agree=0.933, adj=0.667, (0 split)
c6 < 4336.839 to the right, agree=0.867, adj=0.333, (0 split)
c11 < 4211.928 to the left, agree=0.867, adj=0.333, (0 split)
Node number 3975: 19 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1052632 P(node) =0.001815576
class counts: 2 17
probabilities: 0.105 0.895
left son=7950 (4 obs) right son=7951 (15 obs)
Primary splits:
c7 < 4222.359 to the left, improve=1.5789470, (0 missing)
c9 < 4220.765 to the right, improve=1.5789470, (0 missing)
c8 < 4101.135 to the right, improve=0.9122807, (0 missing)
c12 < 4238.81 to the right, improve=0.9122807, (0 missing)
c15 < 4602.359 to the right, improve=0.9122807, (0 missing)
Surrogate splits:
c1 < 4308.196 to the right, agree=0.895, adj=0.5, (0 split)
Node number 3976: 26 observations
predicted class=closed expected loss=0 P(node) =0.002484472
class counts: 26 0
probabilities: 1.000 0.000
Node number 3977: 5 observations, complexity param=0.000319081
predicted class=open expected loss=0.4 P(node) =0.0004777831
class counts: 2 3
probabilities: 0.400 0.600
left son=7954 (2 obs) right son=7955 (3 obs)
Primary splits:
c4 < 4631.391 to the right, improve=2.400000, (0 missing)
c6 < 4361.744 to the right, improve=2.400000, (0 missing)
c16 < 4354.3 to the right, improve=2.400000, (0 missing)
c9 < 4205.073 to the right, improve=1.066667, (0 missing)
c11 < 4212.977 to the right, improve=1.066667, (0 missing)
Surrogate splits:
c6 < 4361.744 to the right, agree=1.0, adj=1.0, (0 split)
c16 < 4354.3 to the right, agree=1.0, adj=1.0, (0 split)
c9 < 4205.073 to the right, agree=0.8, adj=0.5, (0 split)
c11 < 4212.977 to the right, agree=0.8, adj=0.5, (0 split)
Node number 3978: 9 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2222222 P(node) =0.0008600096
class counts: 7 2
probabilities: 0.778 0.222
left son=7956 (7 obs) right son=7957 (2 obs)
Primary splits:
c6 < 4346.68 to the right, improve=3.111111, (0 missing)
c16 < 4339.79 to the right, improve=3.111111, (0 missing)
c2 < 4269.857 to the right, improve=1.777778, (0 missing)
c11 < 4187.354 to the right, improve=1.777778, (0 missing)
c12 < 4238.45 to the left, improve=1.777778, (0 missing)
Surrogate splits:
c16 < 4339.79 to the right, agree=1.000, adj=1.0, (0 split)
c2 < 4269.857 to the right, agree=0.889, adj=0.5, (0 split)
c11 < 4187.354 to the right, agree=0.889, adj=0.5, (0 split)
c12 < 4238.45 to the left, agree=0.889, adj=0.5, (0 split)
Node number 3979: 13 observations
predicted class=open expected loss=0 P(node) =0.001242236
class counts: 0 13
probabilities: 0.000 1.000
Node number 3980: 28 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.2857143 P(node) =0.002675585
class counts: 20 8
probabilities: 0.714 0.286
left son=7960 (20 obs) right son=7961 (8 obs)
Primary splits:
c16 < 4345.851 to the right, improve=4.828571, (0 missing)
c5 < 4126.759 to the left, improve=3.219876, (0 missing)
c9 < 4209.275 to the left, improve=3.219876, (0 missing)
c2 < 4248.658 to the right, improve=2.197802, (0 missing)
c6 < 4361.991 to the left, improve=2.197802, (0 missing)
Surrogate splits:
c11 < 4190.988 to the right, agree=0.857, adj=0.500, (0 split)
c1 < 4278.037 to the right, agree=0.821, adj=0.375, (0 split)
c15 < 4576.403 to the right, agree=0.821, adj=0.375, (0 split)
c4 < 4625.665 to the right, agree=0.786, adj=0.250, (0 split)
c5 < 4127.213 to the left, agree=0.786, adj=0.250, (0 split)
Node number 3981: 22 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1363636 P(node) =0.002102246
class counts: 3 19
probabilities: 0.136 0.864
left son=7962 (1 obs) right son=7963 (21 obs)
Primary splits:
c4 < 4623.871 to the left, improve=1.562771, (0 missing)
c6 < 4348.239 to the left, improve=1.562771, (0 missing)
c8 < 4081.082 to the left, improve=1.562771, (0 missing)
c11 < 4209.434 to the left, improve=1.431818, (0 missing)
c1 < 4301.885 to the right, improve=1.181818, (0 missing)
Node number 3982: 56 observations, complexity param=0.0002836276
predicted class=open expected loss=0.2321429 P(node) =0.005351171
class counts: 13 43
probabilities: 0.232 0.768
left son=7964 (26 obs) right son=7965 (30 obs)
Primary splits:
c3 < 4009.577 to the left, improve=5.107875, (0 missing)
c13 < 4290.843 to the right, improve=3.737871, (0 missing)
c10 < 4615.304 to the right, improve=3.538645, (0 missing)
c7 < 4230.668 to the right, improve=2.592857, (0 missing)
c8 < 4082.204 to the left, improve=2.052479, (0 missing)
Surrogate splits:
c10 < 4612.31 to the right, agree=0.714, adj=0.385, (0 split)
c13 < 4285.555 to the right, agree=0.679, adj=0.308, (0 split)
c7 < 4227.45 to the right, agree=0.661, adj=0.269, (0 split)
c8 < 4087.476 to the right, agree=0.661, adj=0.269, (0 split)
c11 < 4200.586 to the right, agree=0.643, adj=0.231, (0 split)
Node number 3983: 48 observations, complexity param=0.0002127207
predicted class=open expected loss=0.04166667 P(node) =0.004586718
class counts: 2 46
probabilities: 0.042 0.958
left son=7966 (1 obs) right son=7967 (47 obs)
Primary splits:
c13 < 4261.131 to the left, improve=1.8758870, (0 missing)
c8 < 4090.907 to the right, improve=0.8768116, (0 missing)
c15 < 4598.617 to the left, improve=0.4487179, (0 missing)
c1 < 4280.356 to the left, improve=0.3787879, (0 missing)
c2 < 4276.305 to the right, improve=0.3787879, (0 missing)
Node number 3996: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 3997: 17 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1176471 P(node) =0.001624462
class counts: 2 15
probabilities: 0.118 0.882
left son=7994 (1 obs) right son=7995 (16 obs)
Primary splits:
c1 < 4276.324 to the right, improve=1.6544120, (0 missing)
c16 < 4325.334 to the right, improve=1.6544120, (0 missing)
c2 < 4254.071 to the right, improve=1.5294120, (0 missing)
c15 < 4542.689 to the left, improve=0.8627451, (0 missing)
c10 < 4598.337 to the right, improve=0.6722689, (0 missing)
Node number 4014: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 4015: 27 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.002580029
class counts: 3 24
probabilities: 0.111 0.889
left son=8030 (8 obs) right son=8031 (19 obs)
Primary splits:
c7 < 4259.177 to the right, improve=1.5833330, (0 missing)
c9 < 4217.748 to the left, improve=1.4202900, (0 missing)
c1 < 4293.268 to the right, improve=1.3333330, (0 missing)
c10 < 4637.443 to the left, improve=1.1333330, (0 missing)
c13 < 4287.555 to the left, improve=0.8333333, (0 missing)
Surrogate splits:
c15 < 4607.287 to the left, agree=0.815, adj=0.375, (0 split)
c1 < 4309.9 to the right, agree=0.778, adj=0.250, (0 split)
c5 < 4081.884 to the left, agree=0.741, adj=0.125, (0 split)
Node number 4022: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 4023: 17 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05882353 P(node) =0.001624462
class counts: 1 16
probabilities: 0.059 0.941
left son=8046 (1 obs) right son=8047 (16 obs)
Primary splits:
c16 < 4361.335 to the left, improve=1.8823530, (0 missing)
c1 < 4290.273 to the left, improve=0.8823529, (0 missing)
c2 < 4255.585 to the left, improve=0.8823529, (0 missing)
c4 < 4634.793 to the left, improve=0.8823529, (0 missing)
c11 < 4221.611 to the right, improve=0.8823529, (0 missing)
Node number 4028: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=8056 (3 obs) right son=8057 (1 obs)
Primary splits:
c5 < 4142.435 to the right, improve=1.5, (0 missing)
c6 < 4367.853 to the right, improve=1.5, (0 missing)
c7 < 4237.441 to the right, improve=1.5, (0 missing)
c9 < 4223.49 to the left, improve=1.5, (0 missing)
c10 < 4650.645 to the left, improve=1.5, (0 missing)
Node number 4029: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 4030: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 4031: 206 observations, complexity param=0.0002481741
predicted class=open expected loss=0.0631068 P(node) =0.01968466
class counts: 13 193
probabilities: 0.063 0.937
left son=8062 (68 obs) right son=8063 (138 obs)
Primary splits:
c3 < 4006.838 to the left, improve=1.4308350, (0 missing)
c6 < 4352.698 to the left, improve=1.2080590, (0 missing)
c5 < 4121.371 to the left, improve=0.9406260, (0 missing)
c12 < 4291.286 to the right, improve=0.7709880, (0 missing)
c13 < 4266.694 to the left, improve=0.7453081, (0 missing)
Surrogate splits:
c6 < 4349.249 to the left, agree=0.830, adj=0.485, (0 split)
c5 < 4116.292 to the left, agree=0.816, adj=0.441, (0 split)
c1 < 4250.709 to the left, agree=0.714, adj=0.132, (0 split)
c2 < 4248.373 to the left, agree=0.709, adj=0.118, (0 split)
c4 < 4637.753 to the left, agree=0.709, adj=0.118, (0 split)
Node number 4056: 16 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.25 P(node) =0.001528906
class counts: 12 4
probabilities: 0.750 0.250
left son=8112 (12 obs) right son=8113 (4 obs)
Primary splits:
c12 < 4252.118 to the left, improve=2.666667, (0 missing)
c4 < 4625.77 to the right, improve=2.571429, (0 missing)
c2 < 4267.42 to the left, improve=2.571429, (0 missing)
c10 < 4623.771 to the left, improve=2.571429, (0 missing)
c8 < 4072.699 to the right, improve=1.555556, (0 missing)
Surrogate splits:
c1 < 4277.107 to the right, agree=0.875, adj=0.50, (0 split)
c2 < 4267.42 to the left, agree=0.875, adj=0.50, (0 split)
c10 < 4623.771 to the left, agree=0.875, adj=0.50, (0 split)
c4 < 4625.77 to the right, agree=0.812, adj=0.25, (0 split)
c13 < 4276.988 to the left, agree=0.812, adj=0.25, (0 split)
Node number 4057: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=8114 (1 obs) right son=8115 (5 obs)
Primary splits:
c3 < 4021.018 to the right, improve=1.666667, (0 missing)
c4 < 4625.141 to the left, improve=1.666667, (0 missing)
c5 < 4132.075 to the right, improve=1.666667, (0 missing)
c6 < 4341.429 to the right, improve=1.666667, (0 missing)
c9 < 4177.792 to the left, improve=1.666667, (0 missing)
Node number 4058: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 4059: 31 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1290323 P(node) =0.002962255
class counts: 4 27
probabilities: 0.129 0.871
left son=8118 (1 obs) right son=8119 (30 obs)
Primary splits:
c2 < 4280.93 to the right, improve=1.567742, (0 missing)
c5 < 4100.953 to the left, improve=1.567742, (0 missing)
c7 < 4242.057 to the right, improve=1.567742, (0 missing)
c8 < 4057.438 to the left, improve=1.567742, (0 missing)
c12 < 4205.317 to the left, improve=1.567742, (0 missing)
Node number 4060: 13 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2307692 P(node) =0.001242236
class counts: 10 3
probabilities: 0.769 0.231
left son=8120 (9 obs) right son=8121 (4 obs)
Primary splits:
c6 < 4336.182 to the right, improve=3.115385, (0 missing)
c10 < 4611.807 to the right, improve=1.615385, (0 missing)
c1 < 4281.312 to the left, improve=1.282051, (0 missing)
c2 < 4277.803 to the left, improve=1.282051, (0 missing)
c4 < 4633.205 to the left, improve=1.282051, (0 missing)
Surrogate splits:
c3 < 3976.035 to the right, agree=0.769, adj=0.25, (0 split)
c4 < 4631.218 to the left, agree=0.769, adj=0.25, (0 split)
c7 < 4224.959 to the left, agree=0.769, adj=0.25, (0 split)
c8 < 4064.829 to the right, agree=0.769, adj=0.25, (0 split)
c10 < 4607.812 to the right, agree=0.769, adj=0.25, (0 split)
Node number 4061: 21 observations, complexity param=0.0002127207
predicted class=open expected loss=0.04761905 P(node) =0.002006689
class counts: 1 20
probabilities: 0.048 0.952
left son=8122 (1 obs) right son=8123 (20 obs)
Primary splits:
c13 < 4269.674 to the right, improve=1.9047620, (0 missing)
c4 < 4624.065 to the left, improve=0.9047619, (0 missing)
c8 < 4075.376 to the right, improve=0.9047619, (0 missing)
c9 < 4196.281 to the right, improve=0.9047619, (0 missing)
c2 < 4260.361 to the right, improve=0.5714286, (0 missing)
Node number 4062: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 4063: 86 observations, complexity param=0.0002127207
predicted class=open expected loss=0.04651163 P(node) =0.008217869
class counts: 4 82
probabilities: 0.047 0.953
left son=8126 (8 obs) right son=8127 (78 obs)
Primary splits:
c15 < 4552.973 to the left, improve=1.9035480, (0 missing)
c1 < 4249.805 to the left, improve=1.0612400, (0 missing)
c4 < 4624.293 to the left, improve=1.0612400, (0 missing)
c16 < 4292.339 to the left, improve=1.0612400, (0 missing)
c10 < 4604.219 to the left, improve=0.7814784, (0 missing)
Surrogate splits:
c1 < 4237.493 to the left, agree=0.942, adj=0.375, (0 split)
c16 < 4293.139 to the left, agree=0.942, adj=0.375, (0 split)
c2 < 4222.432 to the left, agree=0.930, adj=0.250, (0 split)
Node number 4076: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 4077: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 4080: 8 observations
predicted class=closed expected loss=0 P(node) =0.0007644529
class counts: 8 0
probabilities: 1.000 0.000
Node number 4081: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=8162 (1 obs) right son=8163 (2 obs)
Primary splits:
c1 < 4296.496 to the right, improve=1.333333, (0 missing)
c2 < 4256.572 to the right, improve=1.333333, (0 missing)
c3 < 4001.943 to the right, improve=1.333333, (0 missing)
c4 < 4627.583 to the right, improve=1.333333, (0 missing)
c8 < 4059.277 to the left, improve=1.333333, (0 missing)
Node number 4082: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=8164 (2 obs) right son=8165 (1 obs)
Primary splits:
c2 < 4258.259 to the right, improve=1.333333, (0 missing)
c4 < 4627.956 to the right, improve=1.333333, (0 missing)
c5 < 4115.779 to the right, improve=1.333333, (0 missing)
c6 < 4337.844 to the right, improve=1.333333, (0 missing)
c7 < 4229.846 to the right, improve=1.333333, (0 missing)
Node number 4083: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 4084: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=8168 (4 obs) right son=8169 (1 obs)
Primary splits:
c2 < 4253.878 to the right, improve=1.6, (0 missing)
c5 < 4111.476 to the right, improve=1.6, (0 missing)
c6 < 4335.103 to the right, improve=1.6, (0 missing)
c8 < 4073.043 to the left, improve=1.6, (0 missing)
c10 < 4629.539 to the right, improve=1.6, (0 missing)
Node number 4085: 18 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.001720019
class counts: 2 16
probabilities: 0.111 0.889
left son=8170 (1 obs) right son=8171 (17 obs)
Primary splits:
c4 < 4627.835 to the right, improve=1.6732030, (0 missing)
c12 < 4209.437 to the left, improve=1.6732030, (0 missing)
c16 < 4363.108 to the right, improve=1.6732030, (0 missing)
c11 < 4217.692 to the right, improve=1.1555560, (0 missing)
c1 < 4299.411 to the right, improve=0.6984127, (0 missing)
Node number 4094: 165 observations, complexity param=0.0003545345
predicted class=open expected loss=0.1090909 P(node) =0.01576684
class counts: 18 147
probabilities: 0.109 0.891
left son=8188 (20 obs) right son=8189 (145 obs)
Primary splits:
c15 < 4614.629 to the right, improve=3.852038, (0 missing)
c3 < 4021.554 to the right, improve=3.505926, (0 missing)
c12 < 4252.489 to the right, improve=2.253967, (0 missing)
c8 < 4062.063 to the left, improve=1.716731, (0 missing)
c1 < 4283.655 to the right, improve=1.597118, (0 missing)
Surrogate splits:
c4 < 4642.517 to the right, agree=0.891, adj=0.1, (0 split)
Node number 4095: 420 observations, complexity param=0.000319081
predicted class=open expected loss=0.03571429 P(node) =0.04013378
class counts: 15 405
probabilities: 0.036 0.964
left son=8190 (17 obs) right son=8191 (403 obs)
Primary splits:
c5 < 4144.085 to the right, improve=1.4114210, (0 missing)
c10 < 4619.655 to the right, improve=0.5849182, (0 missing)
c15 < 4623.865 to the right, improve=0.5075188, (0 missing)
c13 < 4263.923 to the left, improve=0.4509690, (0 missing)
c6 < 4356.414 to the right, improve=0.4041845, (0 missing)
Node number 5120: 227 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.004405286 P(node) =0.02169135
class counts: 226 1
probabilities: 0.996 0.004
left son=10240 (221 obs) right son=10241 (6 obs)
Primary splits:
c13 < 4320.851 to the left, improve=0.3245228, (0 missing)
c2 < 4310.039 to the left, improve=0.2769037, (0 missing)
c5 < 4170.543 to the left, improve=0.2411894, (0 missing)
c11 < 4245.581 to the left, improve=0.2411894, (0 missing)
c10 < 4666.7 to the left, improve=0.1088365, (0 missing)
Surrogate splits:
c8 < 4137.129 to the left, agree=0.987, adj=0.500, (0 split)
c11 < 4252.171 to the left, agree=0.987, adj=0.500, (0 split)
c6 < 4407.32 to the left, agree=0.982, adj=0.333, (0 split)
c16 < 4412.497 to the left, agree=0.982, adj=0.333, (0 split)
c2 < 4310.946 to the left, agree=0.978, adj=0.167, (0 split)
Node number 5121: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 5122: 75 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.01333333 P(node) =0.007166746
class counts: 74 1
probabilities: 0.987 0.013
left son=10244 (74 obs) right son=10245 (1 obs)
Primary splits:
c4 < 4607.083 to the right, improve=1.9733330, (0 missing)
c15 < 4647.516 to the left, improve=0.3733333, (0 missing)
c2 < 4286.308 to the left, improve=0.2233333, (0 missing)
c5 < 4137.769 to the left, improve=0.2233333, (0 missing)
c7 < 4253.591 to the left, improve=0.1955556, (0 missing)
Node number 5123: 34 observations, complexity param=0.0002481741
predicted class=closed expected loss=0.2647059 P(node) =0.003248925
class counts: 25 9
probabilities: 0.735 0.265
left son=10246 (20 obs) right son=10247 (14 obs)
Primary splits:
c9 < 4225.209 to the right, improve=6.806723, (0 missing)
c6 < 4369.001 to the right, improve=6.187675, (0 missing)
c7 < 4240.86 to the right, improve=4.711485, (0 missing)
c3 < 4034.729 to the left, improve=4.492211, (0 missing)
c10 < 4635.75 to the right, improve=3.557875, (0 missing)
Surrogate splits:
c7 < 4240.86 to the right, agree=0.765, adj=0.429, (0 split)
c6 < 4369.001 to the right, agree=0.735, adj=0.357, (0 split)
c10 < 4638.613 to the right, agree=0.735, adj=0.357, (0 split)
c1 < 4329.147 to the left, agree=0.706, adj=0.286, (0 split)
c5 < 4139.314 to the right, agree=0.706, adj=0.286, (0 split)
Node number 5156: 13 observations
predicted class=closed expected loss=0 P(node) =0.001242236
class counts: 13 0
probabilities: 1.000 0.000
Node number 5157: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 5182: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 5183: 16 observations
predicted class=open expected loss=0 P(node) =0.001528906
class counts: 0 16
probabilities: 0.000 1.000
Node number 5190: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 5191: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 5632: 103 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.03883495 P(node) =0.009842332
class counts: 99 4
probabilities: 0.961 0.039
left son=11264 (81 obs) right son=11265 (22 obs)
Primary splits:
c8 < 4073.962 to the left, improve=1.1438660, (0 missing)
c2 < 4255.323 to the right, improve=0.9120477, (0 missing)
c7 < 4246.602 to the left, improve=0.8675382, (0 missing)
c1 < 4306.769 to the right, improve=0.7128498, (0 missing)
c12 < 4251.212 to the left, improve=0.6633157, (0 missing)
Surrogate splits:
c13 < 4296.12 to the left, agree=0.816, adj=0.136, (0 split)
c2 < 4285.362 to the left, agree=0.806, adj=0.091, (0 split)
c6 < 4314.405 to the right, agree=0.806, adj=0.091, (0 split)
c1 < 4362.815 to the left, agree=0.796, adj=0.045, (0 split)
c15 < 4652.436 to the left, agree=0.796, adj=0.045, (0 split)
Node number 5633: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 5634: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 5635: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=11270 (1 obs) right son=11271 (5 obs)
Primary splits:
c9 < 4211.78 to the right, improve=1.6666670, (0 missing)
c11 < 4196.107 to the right, improve=1.6666670, (0 missing)
c15 < 4606.958 to the right, improve=1.6666670, (0 missing)
c3 < 4019.478 to the right, improve=0.6666667, (0 missing)
c7 < 4241.767 to the right, improve=0.6666667, (0 missing)
Node number 5640: 159 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.1572327 P(node) =0.0151935
class counts: 134 25
probabilities: 0.843 0.157
left son=11280 (105 obs) right son=11281 (54 obs)
Primary splits:
c13 < 4285.929 to the right, improve=3.162703, (0 missing)
c8 < 4081.389 to the left, improve=2.680957, (0 missing)
c1 < 4343.056 to the right, improve=1.828287, (0 missing)
c4 < 4615.68 to the left, improve=1.687316, (0 missing)
c5 < 4113.956 to the left, improve=1.680350, (0 missing)
Surrogate splits:
c11 < 4205.349 to the right, agree=0.711, adj=0.148, (0 split)
c1 < 4309.724 to the right, agree=0.698, adj=0.111, (0 split)
c7 < 4224.495 to the right, agree=0.698, adj=0.111, (0 split)
c16 < 4365.908 to the right, agree=0.698, adj=0.111, (0 split)
c15 < 4581.832 to the right, agree=0.679, adj=0.056, (0 split)
Node number 5641: 15 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.4666667 P(node) =0.001433349
class counts: 8 7
probabilities: 0.533 0.467
left son=11282 (6 obs) right son=11283 (9 obs)
Primary splits:
c1 < 4399.248 to the right, improve=4.355556, (0 missing)
c12 < 4234.141 to the right, improve=4.355556, (0 missing)
c4 < 4607.878 to the right, improve=4.002381, (0 missing)
c5 < 4126.963 to the right, improve=3.266667, (0 missing)
c6 < 4344.183 to the right, improve=3.266667, (0 missing)
Surrogate splits:
c5 < 4121.721 to the right, agree=0.933, adj=0.833, (0 split)
c6 < 4344.183 to the right, agree=0.933, adj=0.833, (0 split)
c3 < 4006.46 to the right, agree=0.800, adj=0.500, (0 split)
c7 < 4244.77 to the right, agree=0.800, adj=0.500, (0 split)
c10 < 4606.089 to the left, agree=0.800, adj=0.500, (0 split)
Node number 5642: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 5643: 55 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.4909091 P(node) =0.005255614
class counts: 28 27
probabilities: 0.509 0.491
left son=11286 (37 obs) right son=11287 (18 obs)
Primary splits:
c6 < 4337.876 to the left, improve=8.475894, (0 missing)
c5 < 4110.553 to the left, improve=6.856234, (0 missing)
c15 < 4603.566 to the left, improve=6.856234, (0 missing)
c8 < 4064.407 to the left, improve=4.342450, (0 missing)
c10 < 4619.884 to the right, improve=4.342450, (0 missing)
Surrogate splits:
c5 < 4128.143 to the left, agree=0.782, adj=0.333, (0 split)
c7 < 4236.886 to the left, agree=0.782, adj=0.333, (0 split)
c15 < 4617.854 to the left, agree=0.782, adj=0.333, (0 split)
c1 < 4320.243 to the left, agree=0.745, adj=0.222, (0 split)
c8 < 4084.945 to the left, agree=0.727, adj=0.167, (0 split)
Node number 5648: 54 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.09259259 P(node) =0.005160057
class counts: 49 5
probabilities: 0.907 0.093
left son=11296 (53 obs) right son=11297 (1 obs)
Primary splits:
c2 < 4236.333 to the right, improve=1.677848, (0 missing)
c9 < 4170.937 to the right, improve=1.677848, (0 missing)
c15 < 4575.896 to the right, improve=1.677848, (0 missing)
c11 < 4183.398 to the right, improve=1.497987, (0 missing)
c3 < 4007.707 to the left, improve=1.258689, (0 missing)
Node number 5649: 15 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.4666667 P(node) =0.001433349
class counts: 8 7
probabilities: 0.533 0.467
left son=11298 (7 obs) right son=11299 (8 obs)
Primary splits:
c5 < 4118.713 to the left, improve=5.716667, (0 missing)
c12 < 4214.062 to the right, improve=2.133333, (0 missing)
c10 < 4612.848 to the left, improve=1.800000, (0 missing)
c2 < 4275.062 to the left, improve=1.666667, (0 missing)
c9 < 4198.111 to the right, improve=1.666667, (0 missing)
Surrogate splits:
c3 < 4006.942 to the left, agree=0.733, adj=0.429, (0 split)
c8 < 4056.394 to the left, agree=0.733, adj=0.429, (0 split)
c10 < 4611.289 to the left, agree=0.733, adj=0.429, (0 split)
c1 < 4294.858 to the left, agree=0.667, adj=0.286, (0 split)
c2 < 4261.217 to the left, agree=0.667, adj=0.286, (0 split)
Node number 5650: 35 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.2857143 P(node) =0.003344482
class counts: 25 10
probabilities: 0.714 0.286
left son=11300 (15 obs) right son=11301 (20 obs)
Primary splits:
c15 < 4598.282 to the left, improve=4.285714, (0 missing)
c7 < 4226.005 to the left, improve=3.809524, (0 missing)
c11 < 4182.418 to the right, improve=3.348214, (0 missing)
c3 < 3996.107 to the right, improve=3.214286, (0 missing)
c4 < 4614.926 to the right, improve=2.937030, (0 missing)
Surrogate splits:
c3 < 4000.219 to the right, agree=0.743, adj=0.400, (0 split)
c9 < 4190.764 to the left, agree=0.714, adj=0.333, (0 split)
c6 < 4346.235 to the right, agree=0.686, adj=0.267, (0 split)
c7 < 4226.005 to the left, agree=0.686, adj=0.267, (0 split)
c13 < 4263.544 to the left, agree=0.686, adj=0.267, (0 split)
Node number 5651: 13 observations, complexity param=0.000319081
predicted class=open expected loss=0.2307692 P(node) =0.001242236
class counts: 3 10
probabilities: 0.231 0.769
left son=11302 (5 obs) right son=11303 (8 obs)
Primary splits:
c3 < 4002.212 to the left, improve=2.215385, (0 missing)
c10 < 4610.923 to the right, improve=1.615385, (0 missing)
c11 < 4195.495 to the left, improve=1.615385, (0 missing)
c8 < 4060.87 to the left, improve=1.482051, (0 missing)
c2 < 4270.426 to the right, improve=1.282051, (0 missing)
Surrogate splits:
c8 < 4064.273 to the left, agree=0.769, adj=0.4, (0 split)
c10 < 4610.923 to the right, agree=0.769, adj=0.4, (0 split)
c13 < 4277.332 to the left, agree=0.769, adj=0.4, (0 split)
c16 < 4365.695 to the left, agree=0.769, adj=0.4, (0 split)
c1 < 4299.758 to the right, agree=0.692, adj=0.2, (0 split)
Node number 5652: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 5653: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 5654: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=11308 (2 obs) right son=11309 (1 obs)
Primary splits:
c1 < 4297.228 to the right, improve=1.333333, (0 missing)
c2 < 4257.38 to the right, improve=1.333333, (0 missing)
c3 < 4007.791 to the left, improve=1.333333, (0 missing)
c4 < 4614.487 to the left, improve=1.333333, (0 missing)
c8 < 4068.678 to the left, improve=1.333333, (0 missing)
Node number 5655: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 5656: 9 observations
predicted class=closed expected loss=0 P(node) =0.0008600096
class counts: 9 0
probabilities: 1.000 0.000
Node number 5657: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 5658: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 5659: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 5660: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 5661: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=11322 (1 obs) right son=11323 (5 obs)
Primary splits:
c1 < 4278.386 to the left, improve=1.6666670, (0 missing)
c7 < 4249.555 to the right, improve=1.6666670, (0 missing)
c8 < 4084.898 to the right, improve=1.6666670, (0 missing)
c16 < 4369.687 to the right, improve=1.6666670, (0 missing)
c3 < 4007.719 to the right, improve=0.6666667, (0 missing)
Node number 5662: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 5663: 18 observations
predicted class=open expected loss=0 P(node) =0.001720019
class counts: 0 18
probabilities: 0.000 1.000
Node number 5744: 13 observations
predicted class=closed expected loss=0 P(node) =0.001242236
class counts: 13 0
probabilities: 1.000 0.000
Node number 5745: 10 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.4 P(node) =0.0009555662
class counts: 6 4
probabilities: 0.600 0.400
left son=11490 (6 obs) right son=11491 (4 obs)
Primary splits:
c12 < 4230.989 to the right, improve=4.800000, (0 missing)
c8 < 4056.914 to the right, improve=3.085714, (0 missing)
c6 < 4348.231 to the right, improve=2.133333, (0 missing)
c15 < 4601.4 to the right, improve=1.800000, (0 missing)
c16 < 4380.035 to the left, improve=1.633333, (0 missing)
Surrogate splits:
c8 < 4056.914 to the right, agree=0.9, adj=0.75, (0 split)
c6 < 4348.231 to the right, agree=0.8, adj=0.50, (0 split)
c15 < 4601.4 to the right, agree=0.8, adj=0.50, (0 split)
c16 < 4380.035 to the left, agree=0.8, adj=0.50, (0 split)
c1 < 4345.768 to the left, agree=0.7, adj=0.25, (0 split)
Node number 5746: 13 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3076923 P(node) =0.001242236
class counts: 9 4
probabilities: 0.692 0.308
left son=11492 (11 obs) right son=11493 (2 obs)
Primary splits:
c9 < 4201.351 to the right, improve=2.265734, (0 missing)
c10 < 4592.657 to the right, improve=2.265734, (0 missing)
c11 < 4222.935 to the left, improve=2.265734, (0 missing)
c13 < 4298.274 to the left, improve=2.265734, (0 missing)
c16 < 4386.615 to the left, improve=2.265734, (0 missing)
Surrogate splits:
c10 < 4592.657 to the right, agree=1, adj=1, (0 split)
Node number 5747: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 5752: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 5753: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 5754: 50 observations, complexity param=0.0004254414
predicted class=open expected loss=0.4 P(node) =0.004777831
class counts: 20 30
probabilities: 0.400 0.600
left son=11508 (35 obs) right son=11509 (15 obs)
Primary splits:
c8 < 4051.706 to the right, improve=3.047619, (0 missing)
c10 < 4586.24 to the right, improve=2.604651, (0 missing)
c11 < 4196.818 to the left, improve=2.333333, (0 missing)
c15 < 4678.558 to the left, improve=2.250000, (0 missing)
c3 < 4023.848 to the left, improve=1.777778, (0 missing)
Surrogate splits:
c9 < 4180.801 to the right, agree=0.76, adj=0.200, (0 split)
c1 < 4319.27 to the right, agree=0.74, adj=0.133, (0 split)
c5 < 4113.756 to the right, agree=0.74, adj=0.133, (0 split)
c15 < 4600.518 to the right, agree=0.74, adj=0.133, (0 split)
c10 < 4584.177 to the right, agree=0.72, adj=0.067, (0 split)
Node number 5755: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 5756: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 5757: 7 observations, complexity param=0.000319081
predicted class=open expected loss=0.2857143 P(node) =0.0006688963
class counts: 2 5
probabilities: 0.286 0.714
left son=11514 (2 obs) right son=11515 (5 obs)
Primary splits:
c5 < 4151.984 to the right, improve=2.857143, (0 missing)
c3 < 4047.878 to the right, improve=1.523810, (0 missing)
c6 < 4337.215 to the right, improve=1.523810, (0 missing)
c7 < 4225.133 to the right, improve=1.523810, (0 missing)
c9 < 4174.821 to the right, improve=1.523810, (0 missing)
Surrogate splits:
c3 < 4047.878 to the right, agree=0.857, adj=0.5, (0 split)
c6 < 4337.215 to the right, agree=0.857, adj=0.5, (0 split)
c7 < 4225.133 to the right, agree=0.857, adj=0.5, (0 split)
c9 < 4174.821 to the right, agree=0.857, adj=0.5, (0 split)
Node number 5758: 13 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2307692 P(node) =0.001242236
class counts: 3 10
probabilities: 0.231 0.769
left son=11516 (2 obs) right son=11517 (11 obs)
Primary splits:
c1 < 4318.729 to the left, improve=2.797203, (0 missing)
c4 < 4614.55 to the right, improve=2.797203, (0 missing)
c16 < 4380.227 to the left, improve=2.797203, (0 missing)
c13 < 4294.012 to the left, improve=1.615385, (0 missing)
c12 < 4210.483 to the left, improve=1.482051, (0 missing)
Surrogate splits:
c16 < 4380.227 to the left, agree=1, adj=1, (0 split)
Node number 5759: 53 observations, complexity param=0.0001063603
predicted class=open expected loss=0.01886792 P(node) =0.005064501
class counts: 1 52
probabilities: 0.019 0.981
left son=11518 (4 obs) right son=11519 (49 obs)
Primary splits:
c10 < 4596.617 to the left, improve=0.4622642, (0 missing)
c6 < 4319.913 to the left, improve=0.3622642, (0 missing)
c9 < 4180.084 to the left, improve=0.3622642, (0 missing)
c8 < 4067.801 to the left, improve=0.1440823, (0 missing)
c3 < 4026.074 to the left, improve=0.1289308, (0 missing)
Node number 5760: 73 observations
predicted class=closed expected loss=0 P(node) =0.006975633
class counts: 73 0
probabilities: 1.000 0.000
Node number 5761: 5 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=11522 (4 obs) right son=11523 (1 obs)
Primary splits:
c1 < 4382.854 to the left, improve=1.6, (0 missing)
c2 < 4277.487 to the left, improve=1.6, (0 missing)
c4 < 4620.888 to the right, improve=1.6, (0 missing)
c5 < 4116.119 to the right, improve=1.6, (0 missing)
c6 < 4332.869 to the left, improve=1.6, (0 missing)
Node number 5762: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 5763: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 5792: 17 observations
predicted class=closed expected loss=0 P(node) =0.001624462
class counts: 17 0
probabilities: 1.000 0.000
Node number 5793: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.5 P(node) =0.0003822265
class counts: 2 2
probabilities: 0.500 0.500
left son=11586 (2 obs) right son=11587 (2 obs)
Primary splits:
c1 < 4399.461 to the left, improve=2, (0 missing)
c7 < 4235.485 to the left, improve=2, (0 missing)
c9 < 4178.983 to the left, improve=2, (0 missing)
c13 < 4303.018 to the left, improve=2, (0 missing)
c15 < 4654.471 to the left, improve=2, (0 missing)
Surrogate splits:
c7 < 4235.485 to the left, agree=1, adj=1, (0 split)
c9 < 4178.983 to the left, agree=1, adj=1, (0 split)
c13 < 4303.018 to the left, agree=1, adj=1, (0 split)
c15 < 4654.471 to the left, agree=1, adj=1, (0 split)
c16 < 4443.023 to the left, agree=1, adj=1, (0 split)
Node number 5796: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 5797: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 5824: 262 observations, complexity param=0.001489045
predicted class=closed expected loss=0.2977099 P(node) =0.02503583
class counts: 184 78
probabilities: 0.702 0.298
left son=11648 (237 obs) right son=11649 (25 obs)
Primary splits:
c3 < 4000.904 to the right, improve=6.476070, (0 missing)
c9 < 4211.815 to the right, improve=4.660846, (0 missing)
c4 < 4624.924 to the left, improve=4.471464, (0 missing)
c1 < 4316.251 to the right, improve=3.943815, (0 missing)
c7 < 4249.221 to the right, improve=3.505850, (0 missing)
Surrogate splits:
c2 < 4261.789 to the right, agree=0.912, adj=0.08, (0 split)
Node number 5825: 20 observations, complexity param=0.0008508828
predicted class=open expected loss=0.25 P(node) =0.001911132
class counts: 5 15
probabilities: 0.250 0.750
left son=11650 (4 obs) right son=11651 (16 obs)
Primary splits:
c7 < 4221.713 to the left, improve=5.625000, (0 missing)
c1 < 4306.205 to the right, improve=2.500000, (0 missing)
c5 < 4135.528 to the right, improve=2.500000, (0 missing)
c15 < 4579.374 to the left, improve=2.500000, (0 missing)
c4 < 4620.217 to the left, improve=2.225275, (0 missing)
Surrogate splits:
c1 < 4322.83 to the right, agree=0.90, adj=0.50, (0 split)
c15 < 4579.374 to the left, agree=0.90, adj=0.50, (0 split)
c4 < 4619.534 to the left, agree=0.85, adj=0.25, (0 split)
c10 < 4597.827 to the left, agree=0.85, adj=0.25, (0 split)
Node number 5826: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 5827: 14 observations
predicted class=open expected loss=0 P(node) =0.001337793
class counts: 0 14
probabilities: 0.000 1.000
Node number 5828: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 5829: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 5830: 16 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.3125 P(node) =0.001528906
class counts: 11 5
probabilities: 0.688 0.312
left son=11660 (12 obs) right son=11661 (4 obs)
Primary splits:
c2 < 4271.161 to the right, improve=5.041667, (0 missing)
c8 < 4082.818 to the left, improve=3.490385, (0 missing)
c15 < 4611.548 to the left, improve=3.490385, (0 missing)
c16 < 4374.892 to the right, improve=2.408333, (0 missing)
c1 < 4307.406 to the right, improve=2.160714, (0 missing)
Surrogate splits:
c8 < 4082.818 to the left, agree=0.938, adj=0.75, (0 split)
c5 < 4140.729 to the right, agree=0.875, adj=0.50, (0 split)
c9 < 4217.219 to the left, agree=0.875, adj=0.50, (0 split)
c10 < 4620.034 to the left, agree=0.812, adj=0.25, (0 split)
c11 < 4203.372 to the right, agree=0.812, adj=0.25, (0 split)
Node number 5831: 81 observations, complexity param=0.0006381621
predicted class=open expected loss=0.1728395 P(node) =0.007740086
class counts: 14 67
probabilities: 0.173 0.827
left son=11662 (5 obs) right son=11663 (76 obs)
Primary splits:
c12 < 4253.912 to the right, improve=4.192073, (0 missing)
c1 < 4339.738 to the right, improve=2.806063, (0 missing)
c13 < 4277.392 to the left, improve=2.442184, (0 missing)
c9 < 4194.771 to the left, improve=1.944704, (0 missing)
c16 < 4368.797 to the left, improve=1.392662, (0 missing)
Node number 5832: 30 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.06666667 P(node) =0.002866699
class counts: 28 2
probabilities: 0.933 0.067
left son=11664 (29 obs) right son=11665 (1 obs)
Primary splits:
c2 < 4289.889 to the left, improve=1.8022990, (0 missing)
c13 < 4292.379 to the left, improve=0.8761905, (0 missing)
c16 < 4372.58 to the right, improve=0.7333333, (0 missing)
c1 < 4317.067 to the right, improve=0.5333333, (0 missing)
c10 < 4608.206 to the right, improve=0.4740741, (0 missing)
Node number 5833: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=11666 (3 obs) right son=11667 (3 obs)
Primary splits:
c8 < 4077.003 to the right, improve=3.0, (0 missing)
c1 < 4312.936 to the left, improve=1.5, (0 missing)
c5 < 4113.995 to the left, improve=1.5, (0 missing)
c6 < 4354.207 to the right, improve=1.5, (0 missing)
c7 < 4250.357 to the right, improve=1.5, (0 missing)
Surrogate splits:
c1 < 4312.936 to the left, agree=0.833, adj=0.667, (0 split)
c5 < 4113.995 to the left, agree=0.833, adj=0.667, (0 split)
c6 < 4354.207 to the right, agree=0.833, adj=0.667, (0 split)
c7 < 4250.357 to the right, agree=0.833, adj=0.667, (0 split)
c11 < 4230.682 to the right, agree=0.833, adj=0.667, (0 split)
Node number 5834: 42 observations, complexity param=0.001169964
predicted class=open expected loss=0.452381 P(node) =0.004013378
class counts: 19 23
probabilities: 0.452 0.548
left son=11668 (21 obs) right son=11669 (21 obs)
Primary splits:
c8 < 4077.493 to the left, improve=8.047619, (0 missing)
c6 < 4341.38 to the left, improve=7.868347, (0 missing)
c4 < 4625.388 to the left, improve=6.400112, (0 missing)
c3 < 4019.978 to the left, improve=5.142857, (0 missing)
c11 < 4223.88 to the left, improve=3.438095, (0 missing)
Surrogate splits:
c4 < 4625.388 to the left, agree=0.857, adj=0.714, (0 split)
c6 < 4341.38 to the left, agree=0.857, adj=0.714, (0 split)
c7 < 4240.119 to the left, agree=0.738, adj=0.476, (0 split)
c10 < 4628.65 to the left, agree=0.738, adj=0.476, (0 split)
c11 < 4212.968 to the left, agree=0.738, adj=0.476, (0 split)
Node number 5835: 28 observations, complexity param=0.0002127207
predicted class=open expected loss=0.03571429 P(node) =0.002675585
class counts: 1 27
probabilities: 0.036 0.964
left son=11670 (1 obs) right son=11671 (27 obs)
Primary splits:
c4 < 4618.335 to the left, improve=1.9285710, (0 missing)
c13 < 4270.565 to the left, improve=1.9285710, (0 missing)
c16 < 4364.982 to the left, improve=1.9285710, (0 missing)
c8 < 4054.711 to the left, improve=0.9285714, (0 missing)
c5 < 4109.979 to the left, improve=0.4285714, (0 missing)
Node number 5836: 36 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.4166667 P(node) =0.003440038
class counts: 21 15
probabilities: 0.583 0.417
left son=11672 (30 obs) right son=11673 (6 obs)
Primary splits:
c11 < 4187.75 to the right, improve=4.900000, (0 missing)
c10 < 4613.283 to the right, improve=3.214286, (0 missing)
c15 < 4589.828 to the right, improve=2.500000, (0 missing)
c3 < 4024.461 to the left, improve=2.227273, (0 missing)
c4 < 4630.682 to the left, improve=2.227273, (0 missing)
Surrogate splits:
c8 < 4050.449 to the right, agree=0.889, adj=0.333, (0 split)
c9 < 4183.639 to the right, agree=0.889, adj=0.333, (0 split)
c13 < 4260.564 to the right, agree=0.889, adj=0.333, (0 split)
c2 < 4282.573 to the left, agree=0.861, adj=0.167, (0 split)
c5 < 4122.152 to the left, agree=0.861, adj=0.167, (0 split)
Node number 5837: 22 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1818182 P(node) =0.002102246
class counts: 4 18
probabilities: 0.182 0.818
left son=11674 (4 obs) right son=11675 (18 obs)
Primary splits:
c8 < 4083.61 to the right, improve=3.156566, (0 missing)
c13 < 4281.077 to the left, improve=1.670455, (0 missing)
c6 < 4353.089 to the right, improve=1.633174, (0 missing)
c2 < 4261.707 to the left, improve=1.402597, (0 missing)
c11 < 4236.4 to the right, improve=1.402597, (0 missing)
Surrogate splits:
c2 < 4262.348 to the left, agree=0.909, adj=0.5, (0 split)
Node number 5838: 12 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.4166667 P(node) =0.001146679
class counts: 7 5
probabilities: 0.583 0.417
left son=11676 (6 obs) right son=11677 (6 obs)
Primary splits:
c3 < 4017.174 to the left, improve=4.166667, (0 missing)
c8 < 4079.11 to the right, improve=4.166667, (0 missing)
c11 < 4213.384 to the right, improve=4.166667, (0 missing)
c10 < 4609.369 to the right, improve=4.083333, (0 missing)
c7 < 4227.759 to the right, improve=2.722222, (0 missing)
Surrogate splits:
c8 < 4079.11 to the right, agree=1.000, adj=1.000, (0 split)
c10 < 4614.025 to the right, agree=0.917, adj=0.833, (0 split)
c9 < 4201.961 to the right, agree=0.833, adj=0.667, (0 split)
c11 < 4213.384 to the right, agree=0.833, adj=0.667, (0 split)
c15 < 4613.07 to the left, agree=0.833, adj=0.667, (0 split)
Node number 5839: 124 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1370968 P(node) =0.01184902
class counts: 17 107
probabilities: 0.137 0.863
left son=11678 (2 obs) right son=11679 (122 obs)
Primary splits:
c8 < 4042.908 to the left, improve=3.027234, (0 missing)
c13 < 4282.202 to the left, improve=2.259701, (0 missing)
c3 < 4009.417 to the right, improve=1.738710, (0 missing)
c1 < 4284.304 to the left, improve=1.724385, (0 missing)
c2 < 4262.114 to the left, improve=1.724385, (0 missing)
Node number 5840: 15 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.06666667 P(node) =0.001433349
class counts: 14 1
probabilities: 0.933 0.067
left son=11680 (14 obs) right son=11681 (1 obs)
Primary splits:
c6 < 4332.323 to the right, improve=1.8666670, (0 missing)
c8 < 4067.443 to the right, improve=1.8666670, (0 missing)
c3 < 4030.955 to the left, improve=0.5333333, (0 missing)
c11 < 4222.811 to the left, improve=0.5333333, (0 missing)
c1 < 4340.886 to the left, improve=0.3666667, (0 missing)
Node number 5841: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=11682 (1 obs) right son=11683 (2 obs)
Primary splits:
c1 < 4313.284 to the left, improve=1.333333, (0 missing)
c2 < 4275.362 to the left, improve=1.333333, (0 missing)
c3 < 4006.496 to the left, improve=1.333333, (0 missing)
c7 < 4264.609 to the right, improve=1.333333, (0 missing)
c8 < 4086.796 to the right, improve=1.333333, (0 missing)
Node number 5844: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.125 P(node) =0.0007644529
class counts: 7 1
probabilities: 0.875 0.125
left son=11688 (7 obs) right son=11689 (1 obs)
Primary splits:
c1 < 4302.436 to the right, improve=1.75, (0 missing)
c3 < 3999.241 to the right, improve=1.75, (0 missing)
c7 < 4221.205 to the right, improve=1.75, (0 missing)
c15 < 4623.879 to the left, improve=1.75, (0 missing)
c16 < 4374.01 to the right, improve=1.75, (0 missing)
Node number 5845: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 5846: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=11692 (2 obs) right son=11693 (1 obs)
Primary splits:
c1 < 4311.369 to the right, improve=1.333333, (0 missing)
c2 < 4273.524 to the right, improve=1.333333, (0 missing)
c3 < 4009.769 to the right, improve=1.333333, (0 missing)
c4 < 4624.183 to the right, improve=1.333333, (0 missing)
c5 < 4129.092 to the left, improve=1.333333, (0 missing)
Node number 5847: 47 observations, complexity param=0.0001063603
predicted class=open expected loss=0.04255319 P(node) =0.004491161
class counts: 2 45
probabilities: 0.043 0.957
left son=11694 (2 obs) right son=11695 (45 obs)
Primary splits:
c5 < 4149.461 to the right, improve=0.8742317, (0 missing)
c6 < 4355.081 to the right, improve=0.6297872, (0 missing)
c9 < 4219.544 to the right, improve=0.3762989, (0 missing)
c12 < 4199.816 to the left, improve=0.3762989, (0 missing)
c15 < 4628.62 to the right, improve=0.3762989, (0 missing)
Node number 5854: 10 observations, complexity param=0.0001418138
predicted class=open expected loss=0.2 P(node) =0.0009555662
class counts: 2 8
probabilities: 0.200 0.800
left son=11708 (3 obs) right son=11709 (7 obs)
Primary splits:
c10 < 4637.821 to the left, improve=1.866667, (0 missing)
c11 < 4238.254 to the left, improve=1.866667, (0 missing)
c3 < 4028.361 to the right, improve=1.422222, (0 missing)
c4 < 4628.789 to the left, improve=1.422222, (0 missing)
c6 < 4341.699 to the left, improve=1.422222, (0 missing)
Surrogate splits:
c2 < 4283.691 to the right, agree=0.9, adj=0.667, (0 split)
c12 < 4237.27 to the left, agree=0.9, adj=0.667, (0 split)
c1 < 4327.041 to the right, agree=0.8, adj=0.333, (0 split)
c11 < 4238.254 to the left, agree=0.8, adj=0.333, (0 split)
Node number 5855: 67 observations
predicted class=open expected loss=0 P(node) =0.006402293
class counts: 0 67
probabilities: 0.000 1.000
Node number 5880: 33 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.3939394 P(node) =0.003153368
class counts: 20 13
probabilities: 0.606 0.394
left son=11760 (21 obs) right son=11761 (12 obs)
Primary splits:
c15 < 4605.692 to the right, improve=4.781385, (0 missing)
c12 < 4245.268 to the right, improve=2.276094, (0 missing)
c8 < 4069.094 to the left, improve=2.103730, (0 missing)
c4 < 4621.216 to the right, improve=1.979798, (0 missing)
c3 < 4021.493 to the left, improve=1.943290, (0 missing)
Surrogate splits:
c13 < 4273.14 to the right, agree=0.788, adj=0.417, (0 split)
c4 < 4618.271 to the right, agree=0.727, adj=0.250, (0 split)
c5 < 4127.423 to the left, agree=0.697, adj=0.167, (0 split)
c7 < 4215.964 to the right, agree=0.697, adj=0.167, (0 split)
c6 < 4331.235 to the right, agree=0.667, adj=0.083, (0 split)
Node number 5881: 17 observations, complexity param=0.000319081
predicted class=open expected loss=0.1764706 P(node) =0.001624462
class counts: 3 14
probabilities: 0.176 0.824
left son=11762 (6 obs) right son=11763 (11 obs)
Primary splits:
c2 < 4257.941 to the left, improve=1.941176, (0 missing)
c6 < 4335.174 to the left, improve=1.941176, (0 missing)
c1 < 4293.167 to the left, improve=1.750700, (0 missing)
c9 < 4212.767 to the right, improve=1.750700, (0 missing)
c12 < 4210.015 to the left, improve=1.512605, (0 missing)
Surrogate splits:
c7 < 4232.351 to the left, agree=0.824, adj=0.500, (0 split)
c9 < 4193.891 to the left, agree=0.824, adj=0.500, (0 split)
c1 < 4295.616 to the left, agree=0.765, adj=0.333, (0 split)
c4 < 4622.174 to the right, agree=0.765, adj=0.333, (0 split)
c5 < 4113.959 to the left, agree=0.765, adj=0.333, (0 split)
Node number 5882: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 5883: 29 observations, complexity param=0.0001063603
predicted class=open expected loss=0.03448276 P(node) =0.002771142
class counts: 1 28
probabilities: 0.034 0.966
left son=11766 (3 obs) right son=11767 (26 obs)
Primary splits:
c6 < 4347.593 to the right, improve=0.5977011, (0 missing)
c13 < 4266.63 to the left, improve=0.5977011, (0 missing)
c12 < 4223.762 to the left, improve=0.4310345, (0 missing)
c1 < 4297.381 to the left, improve=0.2167488, (0 missing)
c16 < 4366.836 to the left, improve=0.2167488, (0 missing)
Surrogate splits:
c13 < 4266.63 to the left, agree=0.931, adj=0.333, (0 split)
Node number 5884: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=11768 (4 obs) right son=11769 (3 obs)
Primary splits:
c8 < 4088.139 to the right, improve=1.523810, (0 missing)
c10 < 4609.911 to the right, improve=1.523810, (0 missing)
c3 < 4040.332 to the left, improve=1.190476, (0 missing)
c4 < 4626.848 to the right, improve=1.190476, (0 missing)
c9 < 4221.898 to the left, improve=1.190476, (0 missing)
Surrogate splits:
c5 < 4120.883 to the left, agree=0.857, adj=0.667, (0 split)
c7 < 4250.175 to the right, agree=0.857, adj=0.667, (0 split)
c12 < 4222.389 to the right, agree=0.857, adj=0.667, (0 split)
c13 < 4277.496 to the right, agree=0.857, adj=0.667, (0 split)
c3 < 4010.442 to the left, agree=0.714, adj=0.333, (0 split)
Node number 5885: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 5886: 15 observations, complexity param=0.000319081
predicted class=open expected loss=0.3333333 P(node) =0.001433349
class counts: 5 10
probabilities: 0.333 0.667
left son=11772 (3 obs) right son=11773 (12 obs)
Primary splits:
c7 < 4247.135 to the right, improve=3.333333, (0 missing)
c15 < 4613.112 to the right, improve=3.333333, (0 missing)
c16 < 4365.405 to the left, improve=3.333333, (0 missing)
c2 < 4253.899 to the right, improve=2.222222, (0 missing)
c8 < 4070.306 to the left, improve=2.222222, (0 missing)
Surrogate splits:
c15 < 4613.112 to the right, agree=1.000, adj=1.000, (0 split)
c5 < 4128.525 to the right, agree=0.867, adj=0.333, (0 split)
c9 < 4204.893 to the right, agree=0.867, adj=0.333, (0 split)
c10 < 4626.358 to the right, agree=0.867, adj=0.333, (0 split)
c16 < 4365.405 to the left, agree=0.867, adj=0.333, (0 split)
Node number 5887: 138 observations, complexity param=0.0002127207
predicted class=open expected loss=0.04347826 P(node) =0.01318681
class counts: 6 132
probabilities: 0.043 0.957
left son=11774 (1 obs) right son=11775 (137 obs)
Primary splits:
c5 < 4093.569 to the left, improve=1.8432240, (0 missing)
c3 < 4034.933 to the right, improve=1.3188620, (0 missing)
c1 < 4325.777 to the right, improve=0.8459079, (0 missing)
c9 < 4225.694 to the right, improve=0.8459079, (0 missing)
c13 < 4277.673 to the left, improve=0.6551036, (0 missing)
Node number 6076: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 6077: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 6078: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=12156 (1 obs) right son=12157 (1 obs)
Primary splits:
c1 < 4407.181 to the right, improve=1, (0 missing)
c2 < 4303.914 to the left, improve=1, (0 missing)
c3 < 4079.518 to the right, improve=1, (0 missing)
c4 < 4610.548 to the left, improve=1, (0 missing)
c5 < 4164.866 to the left, improve=1, (0 missing)
Node number 6079: 73 observations, complexity param=0.0001063603
predicted class=open expected loss=0.01369863 P(node) =0.006975633
class counts: 1 72
probabilities: 0.014 0.986
left son=12158 (8 obs) right son=12159 (65 obs)
Primary splits:
c2 < 4305.886 to the right, improve=0.2226027, (0 missing)
c7 < 4209.674 to the left, improve=0.1726027, (0 missing)
c5 < 4173.739 to the right, improve=0.1392694, (0 missing)
c11 < 4232.262 to the right, improve=0.1154599, (0 missing)
c9 < 4188.005 to the right, improve=0.0902498, (0 missing)
Surrogate splits:
c15 < 4680.147 to the right, agree=0.932, adj=0.375, (0 split)
c4 < 4580.64 to the left, agree=0.918, adj=0.250, (0 split)
c16 < 4512.345 to the right, agree=0.918, adj=0.250, (0 split)
c1 < 4447.355 to the right, agree=0.904, adj=0.125, (0 split)
c7 < 4261.793 to the right, agree=0.904, adj=0.125, (0 split)
Node number 6124: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 6125: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 6126: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=12252 (1 obs) right son=12253 (3 obs)
Primary splits:
c3 < 4087.936 to the right, improve=1.5, (0 missing)
c4 < 4620.828 to the right, improve=1.5, (0 missing)
c6 < 4350.83 to the right, improve=1.5, (0 missing)
c7 < 4204.461 to the right, improve=1.5, (0 missing)
c8 < 4061.915 to the left, improve=1.5, (0 missing)
Node number 6127: 44 observations
predicted class=open expected loss=0 P(node) =0.004204491
class counts: 0 44
probabilities: 0.000 1.000
Node number 6138: 5 observations, complexity param=0.0001063603
predicted class=open expected loss=0.2 P(node) =0.0004777831
class counts: 1 4
probabilities: 0.200 0.800
left son=12276 (1 obs) right son=12277 (4 obs)
Primary splits:
c1 < 4423.926 to the right, improve=1.6, (0 missing)
c3 < 4090.593 to the right, improve=1.6, (0 missing)
c6 < 4345.401 to the right, improve=1.6, (0 missing)
c13 < 4309.188 to the left, improve=1.6, (0 missing)
c15 < 4661.567 to the right, improve=1.6, (0 missing)
Node number 6139: 31 observations
predicted class=open expected loss=0 P(node) =0.002962255
class counts: 0 31
probabilities: 0.000 1.000
Node number 6144: 183 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.01092896 P(node) =0.01748686
class counts: 181 2
probabilities: 0.989 0.011
left son=12288 (176 obs) right son=12289 (7 obs)
Primary splits:
c2 < 4241.579 to the right, improve=0.25336210, (0 missing)
c6 < 4317.17 to the right, improve=0.13464670, (0 missing)
c11 < 4195.168 to the right, improve=0.07568714, (0 missing)
c12 < 4237.011 to the left, improve=0.07568714, (0 missing)
c3 < 4011.045 to the left, improve=0.07374243, (0 missing)
Surrogate splits:
c16 < 4327.955 to the right, agree=0.967, adj=0.143, (0 split)
Node number 6145: 31 observations, complexity param=0.0001215547
predicted class=closed expected loss=0.09677419 P(node) =0.002962255
class counts: 28 3
probabilities: 0.903 0.097
left son=12290 (28 obs) right son=12291 (3 obs)
Primary splits:
c7 < 4233.554 to the right, improve=2.1574500, (0 missing)
c6 < 4321.655 to the right, improve=1.6860220, (0 missing)
c12 < 4244.664 to the left, improve=1.0962780, (0 missing)
c13 < 4271.981 to the right, improve=1.0962780, (0 missing)
c16 < 4359.575 to the left, improve=0.8326882, (0 missing)
Node number 6146: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 6147: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 6196: 44 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1590909 P(node) =0.004204491
class counts: 37 7
probabilities: 0.841 0.159
left son=12392 (41 obs) right son=12393 (3 obs)
Primary splits:
c4 < 4593.105 to the right, improve=1.658906, (0 missing)
c13 < 4266.354 to the right, improve=1.610823, (0 missing)
c5 < 4090.072 to the right, improve=1.447146, (0 missing)
c7 < 4250.437 to the left, improve=1.447146, (0 missing)
c11 < 4194.068 to the right, improve=1.227273, (0 missing)
Node number 6197: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 6198: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=12396 (3 obs) right son=12397 (1 obs)
Primary splits:
c2 < 4262.568 to the left, improve=1.5, (0 missing)
c5 < 4101.005 to the right, improve=1.5, (0 missing)
c8 < 4048.877 to the right, improve=1.5, (0 missing)
c10 < 4615.102 to the left, improve=1.5, (0 missing)
c16 < 4360.435 to the left, improve=1.5, (0 missing)
Node number 6199: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 6290: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 6291: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 6296: 17 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.05882353 P(node) =0.001624462
class counts: 16 1
probabilities: 0.941 0.059
left son=12592 (15 obs) right son=12593 (2 obs)
Primary splits:
c8 < 4053.252 to the left, improve=0.8823529, (0 missing)
c2 < 4251.207 to the right, improve=0.5490196, (0 missing)
c16 < 4356.138 to the left, improve=0.3823529, (0 missing)
c3 < 4002.417 to the right, improve=0.2823529, (0 missing)
c4 < 4612.479 to the left, improve=0.2823529, (0 missing)
Node number 6297: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 6298: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 6299: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=12598 (1 obs) right son=12599 (5 obs)
Primary splits:
c2 < 4237.969 to the left, improve=1.6666670, (0 missing)
c3 < 3998.909 to the left, improve=1.6666670, (0 missing)
c4 < 4612.36 to the right, improve=1.6666670, (0 missing)
c10 < 4602.598 to the left, improve=1.6666670, (0 missing)
c5 < 4099.096 to the left, improve=0.6666667, (0 missing)
Node number 6302: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 6303: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 6306: 21 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.002006689
class counts: 18 3
probabilities: 0.857 0.143
left son=12612 (20 obs) right son=12613 (1 obs)
Primary splits:
c2 < 4240.926 to the right, improve=1.5428570, (0 missing)
c4 < 4609.251 to the right, improve=1.5428570, (0 missing)
c13 < 4268.006 to the right, improve=1.2605040, (0 missing)
c6 < 4337.322 to the left, improve=0.7792208, (0 missing)
c10 < 4609.291 to the left, improve=0.7792208, (0 missing)
Node number 6307: 5 observations, complexity param=0.0002127207
predicted class=open expected loss=0.4 P(node) =0.0004777831
class counts: 2 3
probabilities: 0.400 0.600
left son=12614 (2 obs) right son=12615 (3 obs)
Primary splits:
c2 < 4245.546 to the left, improve=2.4, (0 missing)
c4 < 4611.884 to the left, improve=2.4, (0 missing)
c7 < 4220.017 to the left, improve=2.4, (0 missing)
c8 < 4047.456 to the left, improve=2.4, (0 missing)
c12 < 4241.066 to the right, improve=2.4, (0 missing)
Surrogate splits:
c4 < 4611.884 to the left, agree=1.0, adj=1.0, (0 split)
c7 < 4220.017 to the left, agree=1.0, adj=1.0, (0 split)
c8 < 4047.456 to the left, agree=1.0, adj=1.0, (0 split)
c12 < 4241.066 to the right, agree=1.0, adj=1.0, (0 split)
c1 < 4266.787 to the right, agree=0.8, adj=0.5, (0 split)
Node number 6332: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 6333: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 6402: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 6403: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 6432: 25 observations
predicted class=closed expected loss=0 P(node) =0.002388915
class counts: 25 0
probabilities: 1.000 0.000
Node number 6433: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 6434: 48 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1666667 P(node) =0.004586718
class counts: 40 8
probabilities: 0.833 0.167
left son=12868 (42 obs) right son=12869 (6 obs)
Primary splits:
c16 < 4341.975 to the right, improve=3.428571, (0 missing)
c4 < 4617.115 to the left, improve=1.747126, (0 missing)
c9 < 4205.27 to the right, improve=1.462366, (0 missing)
c8 < 4045.461 to the right, improve=1.418440, (0 missing)
c10 < 4600.264 to the right, improve=1.418440, (0 missing)
Node number 6435: 25 observations, complexity param=0.0004786216
predicted class=closed expected loss=0.48 P(node) =0.002388915
class counts: 13 12
probabilities: 0.520 0.480
left son=12870 (12 obs) right son=12871 (13 obs)
Primary splits:
c15 < 4610.288 to the right, improve=4.531282, (0 missing)
c16 < 4349 to the left, improve=4.269474, (0 missing)
c1 < 4281.988 to the left, improve=3.413333, (0 missing)
c8 < 4048.567 to the left, improve=2.613333, (0 missing)
c10 < 4608.462 to the left, improve=2.613333, (0 missing)
Surrogate splits:
c11 < 4194.873 to the right, agree=0.80, adj=0.583, (0 split)
c12 < 4217.174 to the left, agree=0.80, adj=0.583, (0 split)
c4 < 4618.982 to the left, agree=0.76, adj=0.500, (0 split)
c10 < 4608.462 to the left, agree=0.76, adj=0.500, (0 split)
c1 < 4281.988 to the left, agree=0.72, adj=0.417, (0 split)
Node number 6450: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 6451: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 6626: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 6627: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 6644: 19 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4210526 P(node) =0.001815576
class counts: 11 8
probabilities: 0.579 0.421
left son=13288 (9 obs) right son=13289 (10 obs)
Primary splits:
c3 < 3992.384 to the right, improve=3.285380, (0 missing)
c2 < 4255.968 to the left, improve=2.406015, (0 missing)
c4 < 4625.044 to the left, improve=2.388158, (0 missing)
c7 < 4226.164 to the right, improve=1.498452, (0 missing)
c11 < 4178.772 to the right, improve=1.498452, (0 missing)
Surrogate splits:
c13 < 4277.656 to the right, agree=0.737, adj=0.444, (0 split)
c5 < 4108.321 to the right, agree=0.684, adj=0.333, (0 split)
c7 < 4233.935 to the left, agree=0.684, adj=0.333, (0 split)
c15 < 4609.38 to the right, agree=0.684, adj=0.333, (0 split)
c16 < 4354.1 to the right, agree=0.684, adj=0.333, (0 split)
Node number 6645: 25 observations, complexity param=0.000319081
predicted class=open expected loss=0.2 P(node) =0.002388915
class counts: 5 20
probabilities: 0.200 0.800
left son=13290 (6 obs) right son=13291 (19 obs)
Primary splits:
c15 < 4593.53 to the left, improve=3.438596, (0 missing)
c16 < 4351.153 to the left, improve=2.782609, (0 missing)
c1 < 4291.462 to the right, improve=2.166667, (0 missing)
c12 < 4230.224 to the right, improve=2.166667, (0 missing)
c2 < 4259.759 to the right, improve=1.846154, (0 missing)
Surrogate splits:
c12 < 4239.509 to the right, agree=0.84, adj=0.333, (0 split)
c16 < 4351.153 to the left, agree=0.84, adj=0.333, (0 split)
c5 < 4127.507 to the right, agree=0.80, adj=0.167, (0 split)
c9 < 4185.001 to the left, agree=0.80, adj=0.167, (0 split)
Node number 6654: 46 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1521739 P(node) =0.004395604
class counts: 7 39
probabilities: 0.152 0.848
left son=13308 (5 obs) right son=13309 (41 obs)
Primary splits:
c8 < 4051.168 to the right, improve=2.250053, (0 missing)
c4 < 4620.632 to the left, improve=1.789565, (0 missing)
c11 < 4167.65 to the left, improve=1.469565, (0 missing)
c9 < 4199.324 to the right, improve=1.460963, (0 missing)
c12 < 4236.211 to the left, improve=1.369565, (0 missing)
Surrogate splits:
c9 < 4219.893 to the right, agree=0.935, adj=0.4, (0 split)
Node number 6655: 35 observations
predicted class=open expected loss=0 P(node) =0.003344482
class counts: 0 35
probabilities: 0.000 1.000
Node number 6914: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 6915: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 6944: 52 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1730769 P(node) =0.004968944
class counts: 43 9
probabilities: 0.827 0.173
left son=13888 (50 obs) right son=13889 (2 obs)
Primary splits:
c3 < 4053.753 to the left, improve=2.844615, (0 missing)
c5 < 4124.976 to the left, improve=2.020979, (0 missing)
c15 < 4579.434 to the right, improve=2.020979, (0 missing)
c12 < 4286.634 to the left, improve=1.551282, (0 missing)
c11 < 4167.898 to the right, improve=1.551282, (0 missing)
Node number 6945: 17 observations, complexity param=0.0006381621
predicted class=open expected loss=0.4705882 P(node) =0.001624462
class counts: 8 9
probabilities: 0.471 0.529
left son=13890 (9 obs) right son=13891 (8 obs)
Primary splits:
c16 < 4337.715 to the left, improve=3.609477, (0 missing)
c2 < 4257.6 to the left, improve=3.137255, (0 missing)
c3 < 4005.641 to the right, improve=2.440285, (0 missing)
c9 < 4196.585 to the left, improve=2.316742, (0 missing)
c10 < 4596.234 to the right, improve=2.316742, (0 missing)
Surrogate splits:
c3 < 4003.017 to the right, agree=0.882, adj=0.750, (0 split)
c8 < 4046.658 to the right, agree=0.824, adj=0.625, (0 split)
c1 < 4286.767 to the left, agree=0.765, adj=0.500, (0 split)
c2 < 4259.259 to the left, agree=0.765, adj=0.500, (0 split)
c10 < 4596.234 to the right, agree=0.765, adj=0.500, (0 split)
Node number 6948: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 6949: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 6956: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 6957: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 6970: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 6971: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 6972: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 6973: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 6974: 9 observations, complexity param=0.000319081
predicted class=open expected loss=0.3333333 P(node) =0.0008600096
class counts: 3 6
probabilities: 0.333 0.667
left son=13948 (3 obs) right son=13949 (6 obs)
Primary splits:
c16 < 4323.953 to the right, improve=4.000000, (0 missing)
c8 < 4052.654 to the left, improve=2.500000, (0 missing)
c10 < 4597.556 to the right, improve=2.500000, (0 missing)
c15 < 4585.353 to the right, improve=2.500000, (0 missing)
c9 < 4195.688 to the right, improve=2.285714, (0 missing)
Surrogate splits:
c8 < 4052.654 to the left, agree=0.889, adj=0.667, (0 split)
c9 < 4195.688 to the right, agree=0.889, adj=0.667, (0 split)
c10 < 4597.556 to the right, agree=0.889, adj=0.667, (0 split)
c13 < 4259.98 to the right, agree=0.889, adj=0.667, (0 split)
c15 < 4585.353 to the right, agree=0.889, adj=0.667, (0 split)
Node number 6975: 37 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02702703 P(node) =0.003535595
class counts: 1 36
probabilities: 0.027 0.973
left son=13950 (4 obs) right son=13951 (33 obs)
Primary splits:
c5 < 4099.394 to the left, improve=0.4459459, (0 missing)
c15 < 4602.304 to the right, improve=0.4459459, (0 missing)
c12 < 4211.544 to the left, improve=0.2792793, (0 missing)
c8 < 4053.263 to the right, improve=0.2316602, (0 missing)
c3 < 3994.041 to the left, improve=0.1959459, (0 missing)
Node number 7004: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 7005: 7 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2857143 P(node) =0.0006688963
class counts: 2 5
probabilities: 0.286 0.714
left son=14010 (2 obs) right son=14011 (5 obs)
Primary splits:
c5 < 4100.793 to the left, improve=2.857143, (0 missing)
c1 < 4285.208 to the left, improve=1.523810, (0 missing)
c7 < 4226.762 to the right, improve=1.523810, (0 missing)
c11 < 4182.847 to the right, improve=1.523810, (0 missing)
c9 < 4181.011 to the left, improve=1.190476, (0 missing)
Surrogate splits:
c1 < 4285.208 to the left, agree=0.857, adj=0.5, (0 split)
c7 < 4226.762 to the right, agree=0.857, adj=0.5, (0 split)
c11 < 4182.847 to the right, agree=0.857, adj=0.5, (0 split)
Node number 7006: 14 observations, complexity param=0.0002836276
predicted class=open expected loss=0.3571429 P(node) =0.001337793
class counts: 5 9
probabilities: 0.357 0.643
left son=14012 (8 obs) right son=14013 (6 obs)
Primary splits:
c11 < 4172.114 to the right, improve=2.678571, (0 missing)
c12 < 4225.349 to the right, improve=1.984127, (0 missing)
c1 < 4260.726 to the right, improve=1.928571, (0 missing)
c8 < 4041.093 to the left, improve=1.928571, (0 missing)
c15 < 4590.846 to the right, improve=1.928571, (0 missing)
Surrogate splits:
c5 < 4107.559 to the left, agree=0.786, adj=0.500, (0 split)
c7 < 4211.453 to the right, agree=0.786, adj=0.500, (0 split)
c8 < 4048.367 to the left, agree=0.786, adj=0.500, (0 split)
c12 < 4225.349 to the right, agree=0.786, adj=0.500, (0 split)
c2 < 4230.893 to the right, agree=0.714, adj=0.333, (0 split)
Node number 7007: 48 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08333333 P(node) =0.004586718
class counts: 4 44
probabilities: 0.083 0.917
left son=14014 (1 obs) right son=14015 (47 obs)
Primary splits:
c12 < 4169.218 to the left, improve=1.7163120, (0 missing)
c13 < 4259.149 to the right, improve=1.2156860, (0 missing)
c2 < 4247.278 to the left, improve=0.6133333, (0 missing)
c11 < 4188.745 to the right, improve=0.6133333, (0 missing)
c3 < 3976.373 to the left, improve=0.5185185, (0 missing)
Node number 7034: 6 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=14068 (3 obs) right son=14069 (3 obs)
Primary splits:
c4 < 4618.493 to the left, improve=3.0, (0 missing)
c11 < 4198.694 to the left, improve=3.0, (0 missing)
c1 < 4277.658 to the left, improve=1.5, (0 missing)
c3 < 3983.664 to the left, improve=1.5, (0 missing)
c6 < 4337.67 to the left, improve=1.5, (0 missing)
Surrogate splits:
c11 < 4198.694 to the left, agree=1.000, adj=1.000, (0 split)
c1 < 4277.658 to the left, agree=0.833, adj=0.667, (0 split)
c3 < 3983.664 to the left, agree=0.833, adj=0.667, (0 split)
c6 < 4337.67 to the left, agree=0.833, adj=0.667, (0 split)
c7 < 4227.091 to the right, agree=0.833, adj=0.667, (0 split)
Node number 7035: 27 observations, complexity param=0.0001063603
predicted class=open expected loss=0.07407407 P(node) =0.002580029
class counts: 2 25
probabilities: 0.074 0.926
left son=14070 (2 obs) right son=14071 (25 obs)
Primary splits:
c8 < 4053.692 to the right, improve=0.7837037, (0 missing)
c6 < 4334.549 to the right, improve=0.7037037, (0 missing)
c9 < 4200.898 to the right, improve=0.5925926, (0 missing)
c15 < 4595.44 to the right, improve=0.5925926, (0 missing)
c2 < 4251.629 to the left, improve=0.5037037, (0 missing)
Node number 7038: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=14076 (1 obs) right son=14077 (1 obs)
Primary splits:
c1 < 4295.303 to the left, improve=1, (0 missing)
c2 < 4261.56 to the left, improve=1, (0 missing)
c3 < 3979.969 to the left, improve=1, (0 missing)
c4 < 4605.072 to the right, improve=1, (0 missing)
c5 < 4108.91 to the left, improve=1, (0 missing)
Node number 7039: 85 observations
predicted class=open expected loss=0 P(node) =0.008122312
class counts: 0 85
probabilities: 0.000 1.000
Node number 7238: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7239: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 7248: 20 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1 P(node) =0.001911132
class counts: 18 2
probabilities: 0.900 0.100
left son=14496 (19 obs) right son=14497 (1 obs)
Primary splits:
c1 < 4325.172 to the left, improve=1.7052630, (0 missing)
c12 < 4203.742 to the right, improve=1.7052630, (0 missing)
c11 < 4206.258 to the left, improve=1.2000000, (0 missing)
c15 < 4611.121 to the left, improve=1.2000000, (0 missing)
c2 < 4254.13 to the right, improve=0.9333333, (0 missing)
Node number 7249: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 7264: 234 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.2435897 P(node) =0.02236025
class counts: 177 57
probabilities: 0.756 0.244
left son=14528 (163 obs) right son=14529 (71 obs)
Primary splits:
c3 < 3990.038 to the left, improve=5.540542, (0 missing)
c9 < 4185.3 to the left, improve=3.873217, (0 missing)
c5 < 4090.721 to the left, improve=3.774459, (0 missing)
c6 < 4349.041 to the left, improve=3.477522, (0 missing)
c8 < 4077.243 to the left, improve=2.659341, (0 missing)
Surrogate splits:
c5 < 4108.565 to the left, agree=0.722, adj=0.085, (0 split)
c7 < 4211.855 to the right, agree=0.718, adj=0.070, (0 split)
c1 < 4302.542 to the left, agree=0.714, adj=0.056, (0 split)
c11 < 4166.048 to the right, agree=0.714, adj=0.056, (0 split)
c4 < 4591.452 to the right, agree=0.705, adj=0.028, (0 split)
Node number 7265: 185 observations, complexity param=0.001595405
predicted class=closed expected loss=0.4864865 P(node) =0.01767797
class counts: 95 90
probabilities: 0.514 0.486
left son=14530 (38 obs) right son=14531 (147 obs)
Primary splits:
c3 < 3997.755 to the right, improve=5.960896, (0 missing)
c9 < 4191.305 to the left, improve=5.701198, (0 missing)
c8 < 4059.564 to the left, improve=5.672745, (0 missing)
c16 < 4352.36 to the right, improve=5.162317, (0 missing)
c11 < 4200.601 to the left, improve=5.109356, (0 missing)
Surrogate splits:
c8 < 4093.355 to the right, agree=0.805, adj=0.053, (0 split)
c10 < 4594.645 to the left, agree=0.805, adj=0.053, (0 split)
c16 < 4363.857 to the right, agree=0.805, adj=0.053, (0 split)
c9 < 4180.374 to the left, agree=0.800, adj=0.026, (0 split)
Node number 7266: 18 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3888889 P(node) =0.001720019
class counts: 11 7
probabilities: 0.611 0.389
left son=14532 (15 obs) right son=14533 (3 obs)
Primary splits:
c3 < 4019.513 to the left, improve=2.688889, (0 missing)
c12 < 4225.369 to the right, improve=2.688889, (0 missing)
c2 < 4242.95 to the right, improve=1.680556, (0 missing)
c10 < 4619.104 to the left, improve=1.680556, (0 missing)
c6 < 4336.476 to the right, improve=1.386724, (0 missing)
Surrogate splits:
c7 < 4231.559 to the left, agree=0.944, adj=0.667, (0 split)
c9 < 4194.769 to the left, agree=0.889, adj=0.333, (0 split)
Node number 7267: 41 observations, complexity param=0.0004254414
predicted class=open expected loss=0.195122 P(node) =0.003917821
class counts: 8 33
probabilities: 0.195 0.805
left son=14534 (2 obs) right son=14535 (39 obs)
Primary splits:
c4 < 4615.168 to the right, improve=2.724203, (0 missing)
c5 < 4111.287 to the right, improve=2.724203, (0 missing)
c15 < 4615.518 to the right, improve=2.724203, (0 missing)
c7 < 4226.023 to the right, improve=2.458694, (0 missing)
c1 < 4299.337 to the right, improve=2.390654, (0 missing)
Node number 7268: 151 observations, complexity param=0.001010423
predicted class=closed expected loss=0.3774834 P(node) =0.01442905
class counts: 94 57
probabilities: 0.623 0.377
left son=14536 (31 obs) right son=14537 (120 obs)
Primary splits:
c15 < 4580.297 to the left, improve=7.641619, (0 missing)
c11 < 4189.403 to the left, improve=5.077235, (0 missing)
c2 < 4274.297 to the left, improve=5.006011, (0 missing)
c7 < 4205.304 to the left, improve=4.397544, (0 missing)
c16 < 4360.67 to the right, improve=3.715089, (0 missing)
Surrogate splits:
c7 < 4204.61 to the left, agree=0.841, adj=0.226, (0 split)
c13 < 4259.147 to the left, agree=0.828, adj=0.161, (0 split)
c4 < 4594.887 to the left, agree=0.821, adj=0.129, (0 split)
c8 < 4054.678 to the left, agree=0.808, adj=0.065, (0 split)
c9 < 4162.328 to the left, agree=0.808, adj=0.065, (0 split)
Node number 7269: 72 observations, complexity param=0.0007445224
predicted class=open expected loss=0.2916667 P(node) =0.006880076
class counts: 21 51
probabilities: 0.292 0.708
left son=14538 (19 obs) right son=14539 (53 obs)
Primary splits:
c5 < 4115.876 to the left, improve=4.260427, (0 missing)
c10 < 4626.213 to the right, improve=4.250000, (0 missing)
c7 < 4225.266 to the right, improve=3.195378, (0 missing)
c3 < 4013.746 to the left, improve=2.956897, (0 missing)
c4 < 4614.747 to the right, improve=2.769780, (0 missing)
Surrogate splits:
c7 < 4238.576 to the right, agree=0.778, adj=0.158, (0 split)
c3 < 3966.609 to the left, agree=0.764, adj=0.105, (0 split)
c8 < 4063.813 to the right, agree=0.764, adj=0.105, (0 split)
c9 < 4209.359 to the right, agree=0.764, adj=0.105, (0 split)
c11 < 4206.994 to the right, agree=0.764, adj=0.105, (0 split)
Node number 7270: 76 observations, complexity param=0.001595405
predicted class=closed expected loss=0.4868421 P(node) =0.007262303
class counts: 39 37
probabilities: 0.513 0.487
left son=14540 (41 obs) right son=14541 (35 obs)
Primary splits:
c13 < 4280.366 to the left, improve=5.131872, (0 missing)
c2 < 4249.334 to the left, improve=4.670952, (0 missing)
c11 < 4202.132 to the left, improve=4.570323, (0 missing)
c16 < 4347.539 to the left, improve=3.935223, (0 missing)
c10 < 4597.06 to the left, improve=2.393265, (0 missing)
Surrogate splits:
c1 < 4298.272 to the left, agree=0.697, adj=0.343, (0 split)
c2 < 4258.396 to the left, agree=0.697, adj=0.343, (0 split)
c11 < 4207.117 to the left, agree=0.671, adj=0.286, (0 split)
c10 < 4612.454 to the left, agree=0.645, adj=0.229, (0 split)
c15 < 4604.049 to the left, agree=0.645, adj=0.229, (0 split)
Node number 7271: 257 observations, complexity param=0.0008508828
predicted class=open expected loss=0.2645914 P(node) =0.02455805
class counts: 68 189
probabilities: 0.265 0.735
left son=14542 (8 obs) right son=14543 (249 obs)
Primary splits:
c13 < 4252.914 to the left, improve=3.891066, (0 missing)
c16 < 4345.299 to the right, improve=3.488857, (0 missing)
c2 < 4229.317 to the left, improve=3.283281, (0 missing)
c11 < 4205.208 to the left, improve=3.238571, (0 missing)
c1 < 4267.224 to the left, improve=2.923501, (0 missing)
Surrogate splits:
c7 < 4197.127 to the left, agree=0.973, adj=0.125, (0 split)
Node number 7272: 40 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1 P(node) =0.003822265
class counts: 36 4
probabilities: 0.900 0.100
left son=14544 (37 obs) right son=14545 (3 obs)
Primary splits:
c11 < 4214.171 to the left, improve=2.082883, (0 missing)
c13 < 4282.419 to the left, improve=1.866667, (0 missing)
c16 < 4338.385 to the right, improve=1.661538, (0 missing)
c2 < 4268.663 to the left, improve=1.066667, (0 missing)
c4 < 4622.125 to the left, improve=1.028571, (0 missing)
Node number 7273: 19 observations, complexity param=0.0007445224
predicted class=open expected loss=0.4210526 P(node) =0.001815576
class counts: 8 11
probabilities: 0.421 0.579
left son=14546 (10 obs) right son=14547 (9 obs)
Primary splits:
c12 < 4233.414 to the left, improve=3.285380, (0 missing)
c10 < 4632.886 to the right, improve=2.990431, (0 missing)
c6 < 4335.121 to the left, improve=2.388158, (0 missing)
c8 < 4088.266 to the left, improve=2.388158, (0 missing)
c11 < 4193.048 to the left, improve=2.388158, (0 missing)
Surrogate splits:
c5 < 4113.443 to the right, agree=0.737, adj=0.444, (0 split)
c13 < 4278.217 to the left, agree=0.737, adj=0.444, (0 split)
c4 < 4621.86 to the left, agree=0.684, adj=0.333, (0 split)
c6 < 4337.129 to the left, agree=0.684, adj=0.333, (0 split)
c8 < 4093.922 to the left, agree=0.684, adj=0.333, (0 split)
Node number 7274: 9 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3333333 P(node) =0.0008600096
class counts: 6 3
probabilities: 0.667 0.333
left son=14548 (6 obs) right son=14549 (3 obs)
Primary splits:
c3 < 4009.745 to the left, improve=4.000000, (0 missing)
c15 < 4583.274 to the right, improve=4.000000, (0 missing)
c7 < 4226.049 to the right, improve=2.500000, (0 missing)
c11 < 4186.228 to the right, improve=2.500000, (0 missing)
c9 < 4188.731 to the right, improve=2.285714, (0 missing)
Surrogate splits:
c15 < 4583.274 to the right, agree=1.000, adj=1.000, (0 split)
c7 < 4226.049 to the right, agree=0.889, adj=0.667, (0 split)
c9 < 4188.731 to the right, agree=0.889, adj=0.667, (0 split)
c11 < 4174.959 to the right, agree=0.889, adj=0.667, (0 split)
c2 < 4257.798 to the right, agree=0.778, adj=0.333, (0 split)
Node number 7275: 15 observations, complexity param=0.0001063603
predicted class=open expected loss=0.06666667 P(node) =0.001433349
class counts: 1 14
probabilities: 0.067 0.933
left son=14550 (2 obs) right son=14551 (13 obs)
Primary splits:
c4 < 4622.741 to the right, improve=0.8666667, (0 missing)
c13 < 4273.042 to the left, improve=0.8666667, (0 missing)
c16 < 4338.664 to the left, improve=0.8666667, (0 missing)
c1 < 4280.671 to the left, improve=0.5333333, (0 missing)
c2 < 4254.801 to the left, improve=0.5333333, (0 missing)
Surrogate splits:
c2 < 4254.801 to the left, agree=0.933, adj=0.5, (0 split)
c7 < 4243.511 to the right, agree=0.933, adj=0.5, (0 split)
Node number 7276: 248 observations, complexity param=0.001914486
predicted class=closed expected loss=0.4637097 P(node) =0.02369804
class counts: 133 115
probabilities: 0.536 0.464
left son=14552 (104 obs) right son=14553 (144 obs)
Primary splits:
c12 < 4225.164 to the left, improve=5.793355, (0 missing)
c6 < 4326.127 to the right, improve=5.303296, (0 missing)
c4 < 4622.62 to the left, improve=4.725944, (0 missing)
c3 < 3994.485 to the right, improve=4.422537, (0 missing)
c2 < 4266.729 to the right, improve=3.363596, (0 missing)
Surrogate splits:
c15 < 4588.258 to the left, agree=0.617, adj=0.087, (0 split)
c8 < 4082.559 to the right, agree=0.613, adj=0.077, (0 split)
c13 < 4258.292 to the left, agree=0.613, adj=0.077, (0 split)
c2 < 4244.296 to the left, agree=0.609, adj=0.067, (0 split)
c3 < 3970.348 to the left, agree=0.601, adj=0.048, (0 split)
Node number 7277: 107 observations, complexity param=0.0007445224
predicted class=open expected loss=0.1962617 P(node) =0.01022456
class counts: 21 86
probabilities: 0.196 0.804
left son=14554 (21 obs) right son=14555 (86 obs)
Primary splits:
c3 < 4009.293 to the right, improve=4.094772, (0 missing)
c10 < 4599.263 to the left, improve=2.493851, (0 missing)
c12 < 4214.238 to the left, improve=2.493851, (0 missing)
c9 < 4212.062 to the left, improve=1.779737, (0 missing)
c4 < 4622.52 to the right, improve=1.595393, (0 missing)
Surrogate splits:
c7 < 4252.521 to the right, agree=0.822, adj=0.095, (0 split)
c11 < 4181.574 to the left, agree=0.813, adj=0.048, (0 split)
c12 < 4250.771 to the right, agree=0.813, adj=0.048, (0 split)
Node number 7278: 204 observations, complexity param=0.0009217897
predicted class=open expected loss=0.3578431 P(node) =0.01949355
class counts: 73 131
probabilities: 0.358 0.642
left son=14556 (76 obs) right son=14557 (128 obs)
Primary splits:
c5 < 4108.228 to the left, improve=6.875790, (0 missing)
c7 < 4222.158 to the right, improve=5.573980, (0 missing)
c4 < 4620.762 to the left, improve=5.493464, (0 missing)
c12 < 4225.275 to the right, improve=4.357434, (0 missing)
c1 < 4285.26 to the right, improve=4.118152, (0 missing)
Surrogate splits:
c3 < 3991.076 to the left, agree=0.740, adj=0.303, (0 split)
c1 < 4269.838 to the left, agree=0.681, adj=0.145, (0 split)
c2 < 4239.175 to the left, agree=0.676, adj=0.132, (0 split)
c11 < 4193.029 to the right, agree=0.667, adj=0.105, (0 split)
c9 < 4205.063 to the right, agree=0.657, adj=0.079, (0 split)
Node number 7279: 318 observations, complexity param=0.0007445224
predicted class=open expected loss=0.1855346 P(node) =0.030387
class counts: 59 259
probabilities: 0.186 0.814
left son=14558 (26 obs) right son=14559 (292 obs)
Primary splits:
c7 < 4243.05 to the right, improve=5.600069, (0 missing)
c10 < 4630.904 to the right, improve=5.572592, (0 missing)
c9 < 4228.458 to the right, improve=3.835992, (0 missing)
c3 < 4019.952 to the right, improve=3.169821, (0 missing)
c15 < 4585.272 to the left, improve=2.904933, (0 missing)
Surrogate splits:
c9 < 4228.458 to the right, agree=0.934, adj=0.192, (0 split)
c11 < 4221.515 to the right, agree=0.928, adj=0.115, (0 split)
c10 < 4646.419 to the right, agree=0.925, adj=0.077, (0 split)
Node number 7284: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.125 P(node) =0.0007644529
class counts: 7 1
probabilities: 0.875 0.125
left son=14568 (7 obs) right son=14569 (1 obs)
Primary splits:
c2 < 4251.254 to the right, improve=1.75, (0 missing)
c3 < 4025.077 to the right, improve=1.75, (0 missing)
c9 < 4187.322 to the right, improve=1.75, (0 missing)
c5 < 4117.514 to the right, improve=0.75, (0 missing)
c13 < 4271.242 to the right, improve=0.75, (0 missing)
Node number 7285: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 7286: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 7287: 36 observations, complexity param=0.000319081
predicted class=open expected loss=0.1111111 P(node) =0.003440038
class counts: 4 32
probabilities: 0.111 0.889
left son=14574 (5 obs) right son=14575 (31 obs)
Primary splits:
c6 < 4336.074 to the left, improve=2.775627, (0 missing)
c5 < 4135.379 to the right, improve=2.666667, (0 missing)
c16 < 4336.732 to the left, improve=2.020202, (0 missing)
c7 < 4249.192 to the right, improve=1.625397, (0 missing)
c9 < 4184.286 to the left, improve=1.625397, (0 missing)
Surrogate splits:
c3 < 4028.893 to the left, agree=0.889, adj=0.2, (0 split)
c7 < 4246.536 to the right, agree=0.889, adj=0.2, (0 split)
c8 < 4080.186 to the right, agree=0.889, adj=0.2, (0 split)
c16 < 4336.732 to the left, agree=0.889, adj=0.2, (0 split)
Node number 7290: 6 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3333333 P(node) =0.0005733397
class counts: 4 2
probabilities: 0.667 0.333
left son=14580 (4 obs) right son=14581 (2 obs)
Primary splits:
c2 < 4254.69 to the right, improve=2.666667, (0 missing)
c6 < 4336.895 to the right, improve=2.666667, (0 missing)
c13 < 4267.063 to the right, improve=2.666667, (0 missing)
c1 < 4297.26 to the right, improve=1.333333, (0 missing)
c4 < 4615.369 to the right, improve=1.333333, (0 missing)
Surrogate splits:
c6 < 4336.895 to the right, agree=1.000, adj=1.0, (0 split)
c13 < 4267.063 to the right, agree=1.000, adj=1.0, (0 split)
c1 < 4297.26 to the right, agree=0.833, adj=0.5, (0 split)
c4 < 4615.369 to the right, agree=0.833, adj=0.5, (0 split)
c9 < 4179.337 to the right, agree=0.833, adj=0.5, (0 split)
Node number 7291: 16 observations, complexity param=0.0001063603
predicted class=open expected loss=0.0625 P(node) =0.001528906
class counts: 1 15
probabilities: 0.062 0.937
left son=14582 (2 obs) right son=14583 (14 obs)
Primary splits:
c3 < 4032.39 to the right, improve=0.875, (0 missing)
c10 < 4599.129 to the left, improve=0.375, (0 missing)
c1 < 4299.608 to the right, improve=0.275, (0 missing)
c2 < 4259.83 to the left, improve=0.275, (0 missing)
c9 < 4192.874 to the left, improve=0.275, (0 missing)
Node number 7294: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7295: 156 observations, complexity param=0.0001418138
predicted class=open expected loss=0.03846154 P(node) =0.01490683
class counts: 6 150
probabilities: 0.038 0.962
left son=14590 (8 obs) right son=14591 (148 obs)
Primary splits:
c1 < 4307.963 to the right, improve=0.7546778, (0 missing)
c4 < 4621.114 to the right, improve=0.6029777, (0 missing)
c5 < 4135.703 to the right, improve=0.6029777, (0 missing)
c8 < 4092.372 to the right, improve=0.5319256, (0 missing)
c16 < 4362.521 to the right, improve=0.5319256, (0 missing)
Surrogate splits:
c5 < 4148.023 to the right, agree=0.962, adj=0.25, (0 split)
Node number 7548: 3 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=15096 (2 obs) right son=15097 (1 obs)
Primary splits:
c2 < 4243.21 to the left, improve=1.333333, (0 missing)
c3 < 3972.642 to the left, improve=1.333333, (0 missing)
c5 < 4114.462 to the left, improve=1.333333, (0 missing)
c7 < 4212.772 to the right, improve=1.333333, (0 missing)
c8 < 4078.835 to the left, improve=1.333333, (0 missing)
Node number 7549: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 7664: 14 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.07142857 P(node) =0.001337793
class counts: 13 1
probabilities: 0.929 0.071
left son=15328 (13 obs) right son=15329 (1 obs)
Primary splits:
c15 < 4604.93 to the left, improve=1.8571430, (0 missing)
c8 < 4057.33 to the right, improve=0.5238095, (0 missing)
c13 < 4263.975 to the left, improve=0.5238095, (0 missing)
c4 < 4613.565 to the left, improve=0.3571429, (0 missing)
c5 < 4105.704 to the right, improve=0.3571429, (0 missing)
Node number 7665: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 7668: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 7669: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 7674: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7675: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 7678: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7679: 386 observations, complexity param=0.000319081
predicted class=open expected loss=0.05699482 P(node) =0.03688485
class counts: 22 364
probabilities: 0.057 0.943
left son=15358 (13 obs) right son=15359 (373 obs)
Primary splits:
c16 < 4281.684 to the left, improve=1.6910320, (0 missing)
c10 < 4615.71 to the right, improve=1.3456120, (0 missing)
c12 < 4230.309 to the left, improve=1.1990020, (0 missing)
c8 < 4062.948 to the left, improve=0.7791279, (0 missing)
c7 < 4210.479 to the right, improve=0.7510515, (0 missing)
Surrogate splits:
c1 < 4224.231 to the left, agree=0.977, adj=0.308, (0 split)
c2 < 4207.948 to the left, agree=0.972, adj=0.154, (0 split)
c11 < 4158.901 to the left, agree=0.972, adj=0.154, (0 split)
c13 < 4218.528 to the left, agree=0.972, adj=0.154, (0 split)
Node number 7944: 36 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2222222 P(node) =0.003440038
class counts: 28 8
probabilities: 0.778 0.222
left son=15888 (13 obs) right son=15889 (23 obs)
Primary splits:
c16 < 4347.759 to the right, improve=2.009662, (0 missing)
c8 < 4095.951 to the left, improve=1.625397, (0 missing)
c5 < 4141.421 to the left, improve=1.292929, (0 missing)
c9 < 4218.533 to the left, improve=1.292929, (0 missing)
c1 < 4255.94 to the right, improve=1.292929, (0 missing)
Surrogate splits:
c3 < 3988.757 to the left, agree=0.722, adj=0.231, (0 split)
c4 < 4632.379 to the right, agree=0.722, adj=0.231, (0 split)
c10 < 4614.62 to the left, agree=0.722, adj=0.231, (0 split)
c6 < 4344.62 to the right, agree=0.694, adj=0.154, (0 split)
c13 < 4260.662 to the left, agree=0.694, adj=0.154, (0 split)
Node number 7945: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 7948: 12 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.25 P(node) =0.001146679
class counts: 9 3
probabilities: 0.750 0.250
left son=15896 (10 obs) right son=15897 (2 obs)
Primary splits:
c6 < 4359.432 to the left, improve=2.700000, (0 missing)
c10 < 4643.801 to the left, improve=2.700000, (0 missing)
c7 < 4235.71 to the right, improve=1.500000, (0 missing)
c9 < 4209.003 to the right, improve=1.500000, (0 missing)
c1 < 4285.655 to the right, improve=1.388889, (0 missing)
Surrogate splits:
c10 < 4643.801 to the left, agree=1, adj=1, (0 split)
Node number 7949: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 7950: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.5 P(node) =0.0003822265
class counts: 2 2
probabilities: 0.500 0.500
left son=15900 (2 obs) right son=15901 (2 obs)
Primary splits:
c5 < 4117.408 to the left, improve=2, (0 missing)
c7 < 4219.261 to the right, improve=2, (0 missing)
c8 < 4100.601 to the right, improve=2, (0 missing)
c9 < 4216.555 to the right, improve=2, (0 missing)
c10 < 4625.641 to the right, improve=2, (0 missing)
Surrogate splits:
c7 < 4219.261 to the right, agree=1, adj=1, (0 split)
c8 < 4100.601 to the right, agree=1, adj=1, (0 split)
c9 < 4216.555 to the right, agree=1, adj=1, (0 split)
c10 < 4625.641 to the right, agree=1, adj=1, (0 split)
c11 < 4198.571 to the right, agree=1, adj=1, (0 split)
Node number 7951: 15 observations
predicted class=open expected loss=0 P(node) =0.001433349
class counts: 0 15
probabilities: 0.000 1.000
Node number 7954: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 7955: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 7956: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 7957: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 7960: 20 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1 P(node) =0.001911132
class counts: 18 2
probabilities: 0.900 0.100
left son=15920 (18 obs) right son=15921 (2 obs)
Primary splits:
c2 < 4249.697 to the right, improve=3.6000000, (0 missing)
c9 < 4209.275 to the left, improve=2.2666670, (0 missing)
c10 < 4623.564 to the left, improve=1.2000000, (0 missing)
c13 < 4274.113 to the left, improve=0.9333333, (0 missing)
c4 < 4630.029 to the left, improve=0.7428571, (0 missing)
Surrogate splits:
c9 < 4209.275 to the left, agree=0.95, adj=0.5, (0 split)
Node number 7961: 8 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0007644529
class counts: 2 6
probabilities: 0.250 0.750
left son=15922 (3 obs) right son=15923 (5 obs)
Primary splits:
c4 < 4625.354 to the left, improve=1.666667, (0 missing)
c12 < 4222.133 to the left, improve=1.666667, (0 missing)
c1 < 4288.232 to the right, improve=1.285714, (0 missing)
c2 < 4250.993 to the left, improve=1.285714, (0 missing)
c3 < 4025.041 to the right, improve=1.285714, (0 missing)
Surrogate splits:
c2 < 4265.196 to the right, agree=0.875, adj=0.667, (0 split)
c12 < 4223.858 to the left, agree=0.875, adj=0.667, (0 split)
c13 < 4273.326 to the right, agree=0.875, adj=0.667, (0 split)
c7 < 4229.155 to the left, agree=0.750, adj=0.333, (0 split)
c9 < 4200.609 to the left, agree=0.750, adj=0.333, (0 split)
Node number 7962: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7963: 21 observations, complexity param=0.0002127207
predicted class=open expected loss=0.0952381 P(node) =0.002006689
class counts: 2 19
probabilities: 0.095 0.905
left son=15926 (1 obs) right son=15927 (20 obs)
Primary splits:
c8 < 4081.082 to the left, improve=1.7190480, (0 missing)
c11 < 4209.434 to the left, improve=0.7619048, (0 missing)
c1 < 4301.885 to the right, improve=0.6190476, (0 missing)
c15 < 4615.366 to the right, improve=0.6190476, (0 missing)
c5 < 4119.858 to the right, improve=0.4190476, (0 missing)
Node number 7964: 26 observations, complexity param=0.0002836276
predicted class=open expected loss=0.4615385 P(node) =0.002484472
class counts: 12 14
probabilities: 0.462 0.538
left son=15928 (20 obs) right son=15929 (6 obs)
Primary splits:
c2 < 4250.296 to the right, improve=3.323077, (0 missing)
c7 < 4230.668 to the right, improve=2.769231, (0 missing)
c4 < 4631.215 to the right, improve=2.741259, (0 missing)
c8 < 4080.949 to the left, improve=1.966555, (0 missing)
c13 < 4290.518 to the right, improve=1.966555, (0 missing)
Surrogate splits:
c1 < 4273.635 to the right, agree=0.808, adj=0.167, (0 split)
c3 < 3990.351 to the right, agree=0.808, adj=0.167, (0 split)
c8 < 4089.549 to the left, agree=0.808, adj=0.167, (0 split)
c13 < 4262.236 to the right, agree=0.808, adj=0.167, (0 split)
c16 < 4337.219 to the right, agree=0.808, adj=0.167, (0 split)
Node number 7965: 30 observations, complexity param=0.0002127207
predicted class=open expected loss=0.03333333 P(node) =0.002866699
class counts: 1 29
probabilities: 0.033 0.967
left son=15930 (1 obs) right son=15931 (29 obs)
Primary splits:
c12 < 4269.993 to the right, improve=1.9333330, (0 missing)
c16 < 4337.192 to the left, improve=1.9333330, (0 missing)
c2 < 4274.849 to the right, improve=0.4333333, (0 missing)
c9 < 4188.452 to the left, improve=0.4333333, (0 missing)
c1 < 4284.165 to the left, improve=0.3333333, (0 missing)
Node number 7966: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7967: 47 observations, complexity param=0.0001063603
predicted class=open expected loss=0.0212766 P(node) =0.004491161
class counts: 1 46
probabilities: 0.021 0.979
left son=15934 (4 obs) right son=15935 (43 obs)
Primary splits:
c2 < 4276.305 to the right, improve=0.4574468, (0 missing)
c3 < 4010.553 to the right, improve=0.2431611, (0 missing)
c8 < 4080.981 to the left, improve=0.2431611, (0 missing)
c11 < 4219.158 to the right, improve=0.1574468, (0 missing)
c15 < 4598.617 to the left, improve=0.1241135, (0 missing)
Node number 7994: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7995: 16 observations, complexity param=0.0001063603
predicted class=open expected loss=0.0625 P(node) =0.001528906
class counts: 1 15
probabilities: 0.062 0.937
left son=15990 (3 obs) right son=15991 (13 obs)
Primary splits:
c2 < 4254.071 to the right, improve=0.5416667, (0 missing)
c9 < 4203.291 to the right, improve=0.5416667, (0 missing)
c7 < 4212.128 to the right, improve=0.3750000, (0 missing)
c15 < 4541.036 to the left, improve=0.3750000, (0 missing)
c16 < 4308.36 to the right, improve=0.3750000, (0 missing)
Surrogate splits:
c9 < 4203.291 to the right, agree=0.875, adj=0.333, (0 split)
Node number 8030: 8 observations, complexity param=0.0002127207
predicted class=open expected loss=0.375 P(node) =0.0007644529
class counts: 3 5
probabilities: 0.375 0.625
left son=16060 (4 obs) right son=16061 (4 obs)
Primary splits:
c10 < 4639.814 to the left, improve=2.250000, (0 missing)
c13 < 4289.117 to the left, improve=2.250000, (0 missing)
c15 < 4614.608 to the right, improve=2.250000, (0 missing)
c8 < 4086.232 to the left, improve=2.083333, (0 missing)
c9 < 4217.922 to the left, improve=2.083333, (0 missing)
Surrogate splits:
c6 < 4349.908 to the right, agree=0.875, adj=0.75, (0 split)
c11 < 4220.182 to the left, agree=0.875, adj=0.75, (0 split)
c1 < 4285.481 to the right, agree=0.750, adj=0.50, (0 split)
c3 < 3992.754 to the right, agree=0.750, adj=0.50, (0 split)
c4 < 4635.206 to the right, agree=0.750, adj=0.50, (0 split)
Node number 8031: 19 observations
predicted class=open expected loss=0 P(node) =0.001815576
class counts: 0 19
probabilities: 0.000 1.000
Node number 8046: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 8047: 16 observations
predicted class=open expected loss=0 P(node) =0.001528906
class counts: 0 16
probabilities: 0.000 1.000
Node number 8056: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 8057: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 8062: 68 observations, complexity param=0.0002481741
predicted class=open expected loss=0.1470588 P(node) =0.00649785
class counts: 10 58
probabilities: 0.147 0.853
left son=16124 (3 obs) right son=16125 (65 obs)
Primary splits:
c11 < 4184.6 to the left, improve=4.566516, (0 missing)
c15 < 4565.942 to the left, improve=4.566516, (0 missing)
c3 < 4006.486 to the right, improve=2.998217, (0 missing)
c9 < 4190.563 to the left, improve=2.998217, (0 missing)
c8 < 4087.334 to the right, improve=2.058824, (0 missing)
Surrogate splits:
c9 < 4190.563 to the left, agree=0.985, adj=0.667, (0 split)
c15 < 4558.343 to the left, agree=0.985, adj=0.667, (0 split)
c7 < 4208.546 to the left, agree=0.971, adj=0.333, (0 split)
Node number 8063: 138 observations, complexity param=0.0002127207
predicted class=open expected loss=0.02173913 P(node) =0.01318681
class counts: 3 135
probabilities: 0.022 0.978
left son=16126 (12 obs) right son=16127 (126 obs)
Primary splits:
c6 < 4386.034 to the right, improve=0.5521049, (0 missing)
c7 < 4234.401 to the right, improve=0.2608696, (0 missing)
c2 < 4280.337 to the right, improve=0.2504430, (0 missing)
c4 < 4654.307 to the right, improve=0.2163482, (0 missing)
c5 < 4144.1 to the right, improve=0.1508152, (0 missing)
Surrogate splits:
c4 < 4657.098 to the right, agree=0.935, adj=0.25, (0 split)
Node number 8112: 12 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.08333333 P(node) =0.001146679
class counts: 11 1
probabilities: 0.917 0.083
left son=16224 (10 obs) right son=16225 (2 obs)
Primary splits:
c3 < 3993.475 to the right, improve=0.8333333, (0 missing)
c15 < 4574.087 to the right, improve=0.8333333, (0 missing)
c2 < 4256.658 to the right, improve=0.5000000, (0 missing)
c4 < 4625.439 to the right, improve=0.5000000, (0 missing)
c6 < 4338.554 to the right, improve=0.5000000, (0 missing)
Surrogate splits:
c6 < 4338.554 to the right, agree=0.917, adj=0.5, (0 split)
Node number 8113: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=16226 (1 obs) right son=16227 (3 obs)
Primary splits:
c4 < 4624.992 to the left, improve=1.5, (0 missing)
c5 < 4123.56 to the left, improve=1.5, (0 missing)
c8 < 4074.565 to the right, improve=1.5, (0 missing)
c9 < 4193.275 to the right, improve=1.5, (0 missing)
c13 < 4256.594 to the left, improve=1.5, (0 missing)
Node number 8114: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 8115: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 8118: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 8119: 30 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1 P(node) =0.002866699
class counts: 3 27
probabilities: 0.100 0.900
left son=16238 (1 obs) right son=16239 (29 obs)
Primary splits:
c5 < 4100.953 to the left, improve=1.6758620, (0 missing)
c8 < 4057.438 to the left, improve=1.6758620, (0 missing)
c1 < 4293.241 to the right, improve=0.6857143, (0 missing)
c15 < 4584.383 to the right, improve=0.6000000, (0 missing)
c2 < 4263.884 to the left, improve=0.4000000, (0 missing)
Node number 8120: 9 observations
predicted class=closed expected loss=0 P(node) =0.0008600096
class counts: 9 0
probabilities: 1.000 0.000
Node number 8121: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=16242 (1 obs) right son=16243 (3 obs)
Primary splits:
c2 < 4231.514 to the left, improve=1.5, (0 missing)
c3 < 3969.241 to the left, improve=1.5, (0 missing)
c5 < 4097.63 to the left, improve=1.5, (0 missing)
c7 < 4230.089 to the right, improve=1.5, (0 missing)
c9 < 4212.546 to the right, improve=1.5, (0 missing)
Node number 8122: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 8123: 20 observations
predicted class=open expected loss=0 P(node) =0.001911132
class counts: 0 20
probabilities: 0.000 1.000
Node number 8126: 8 observations, complexity param=0.0002127207
predicted class=open expected loss=0.375 P(node) =0.0007644529
class counts: 3 5
probabilities: 0.375 0.625
left son=16252 (4 obs) right son=16253 (4 obs)
Primary splits:
c3 < 4021.013 to the right, improve=2.250000, (0 missing)
c5 < 4118.849 to the right, improve=2.250000, (0 missing)
c7 < 4219.333 to the right, improve=2.250000, (0 missing)
c15 < 4552.192 to the right, improve=2.083333, (0 missing)
c2 < 4248.564 to the right, improve=1.350000, (0 missing)
Surrogate splits:
c5 < 4118.849 to the right, agree=1.000, adj=1.00, (0 split)
c2 < 4248.564 to the right, agree=0.875, adj=0.75, (0 split)
c6 < 4334.516 to the right, agree=0.875, adj=0.75, (0 split)
c8 < 4068.807 to the right, agree=0.875, adj=0.75, (0 split)
c9 < 4205.521 to the left, agree=0.875, adj=0.75, (0 split)
Node number 8127: 78 observations, complexity param=0.0001063603
predicted class=open expected loss=0.01282051 P(node) =0.007453416
class counts: 1 77
probabilities: 0.013 0.987
left son=16254 (4 obs) right son=16255 (74 obs)
Primary splits:
c4 < 4624.293 to the left, improve=0.4743590, (0 missing)
c9 < 4182.148 to the left, improve=0.2600733, (0 missing)
c16 < 4337.299 to the right, improve=0.2243590, (0 missing)
c10 < 4604.219 to the left, improve=0.1410256, (0 missing)
c12 < 4212.138 to the left, improve=0.1410256, (0 missing)
Node number 8162: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 8163: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 8164: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 8165: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 8168: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 8169: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 8170: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 8171: 17 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05882353 P(node) =0.001624462
class counts: 1 16
probabilities: 0.059 0.941
left son=16342 (1 obs) right son=16343 (16 obs)
Primary splits:
c16 < 4363.108 to the right, improve=1.8823530, (0 missing)
c2 < 4251.569 to the left, improve=0.8823529, (0 missing)
c9 < 4224.536 to the right, improve=0.5490196, (0 missing)
c13 < 4272.402 to the left, improve=0.5490196, (0 missing)
c11 < 4219.016 to the right, improve=0.3823529, (0 missing)
Node number 8188: 20 observations, complexity param=0.0003545345
predicted class=open expected loss=0.4 P(node) =0.001911132
class counts: 8 12
probabilities: 0.400 0.600
left son=16376 (8 obs) right son=16377 (12 obs)
Primary splits:
c3 < 4002.711 to the right, improve=6.016667, (0 missing)
c16 < 4345.169 to the left, improve=3.600000, (0 missing)
c15 < 4616.627 to the left, improve=3.600000, (0 missing)
c13 < 4282.482 to the left, improve=2.742857, (0 missing)
c4 < 4629.367 to the left, improve=2.731313, (0 missing)
Surrogate splits:
c16 < 4339.9 to the left, agree=0.80, adj=0.500, (0 split)
c5 < 4109.156 to the right, agree=0.75, adj=0.375, (0 split)
c15 < 4615.896 to the left, agree=0.75, adj=0.375, (0 split)
c6 < 4337.588 to the right, agree=0.70, adj=0.250, (0 split)
c7 < 4227.042 to the left, agree=0.70, adj=0.250, (0 split)
Node number 8189: 145 observations, complexity param=0.0002659009
predicted class=open expected loss=0.06896552 P(node) =0.01385571
class counts: 10 135
probabilities: 0.069 0.931
left son=16378 (1 obs) right son=16379 (144 obs)
Primary splits:
c1 < 4283.653 to the right, improve=1.7456900, (0 missing)
c12 < 4252.489 to the right, improve=1.3078690, (0 missing)
c2 < 4269.351 to the right, improve=1.1349750, (0 missing)
c16 < 4344.803 to the right, improve=1.1287800, (0 missing)
c6 < 4325.346 to the left, improve=0.8748863, (0 missing)
Node number 8190: 17 observations, complexity param=0.000319081
predicted class=open expected loss=0.2352941 P(node) =0.001624462
class counts: 4 13
probabilities: 0.235 0.765
left son=16380 (3 obs) right son=16381 (14 obs)
Primary splits:
c7 < 4241.807 to the right, improve=4.260504, (0 missing)
c8 < 4075.638 to the right, improve=2.771493, (0 missing)
c11 < 4200.114 to the left, improve=2.771493, (0 missing)
c5 < 4144.628 to the left, improve=1.355742, (0 missing)
c3 < 4021.007 to the right, improve=1.317647, (0 missing)
Surrogate splits:
c11 < 4200.114 to the left, agree=0.941, adj=0.667, (0 split)
c5 < 4144.628 to the left, agree=0.882, adj=0.333, (0 split)
Node number 8191: 403 observations, complexity param=0.0001595405
predicted class=open expected loss=0.02729529 P(node) =0.03850932
class counts: 11 392
probabilities: 0.027 0.973
left son=16382 (110 obs) right son=16383 (293 obs)
Primary splits:
c10 < 4619.655 to the right, improve=0.6245735, (0 missing)
c15 < 4623.865 to the right, improve=0.5917251, (0 missing)
c11 < 4213.332 to the right, improve=0.5154912, (0 missing)
c3 < 4021.422 to the left, improve=0.3338667, (0 missing)
c13 < 4263.923 to the left, improve=0.3171241, (0 missing)
Surrogate splits:
c9 < 4217.89 to the right, agree=0.744, adj=0.064, (0 split)
c7 < 4244.257 to the right, agree=0.732, adj=0.018, (0 split)
c11 < 4219.996 to the right, agree=0.732, adj=0.018, (0 split)
c13 < 4289.453 to the right, agree=0.732, adj=0.018, (0 split)
c1 < 4284.225 to the left, agree=0.730, adj=0.009, (0 split)
Node number 10240: 221 observations
predicted class=closed expected loss=0 P(node) =0.02111801
class counts: 221 0
probabilities: 1.000 0.000
Node number 10241: 6 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.1666667 P(node) =0.0005733397
class counts: 5 1
probabilities: 0.833 0.167
left son=20482 (5 obs) right son=20483 (1 obs)
Primary splits:
c13 < 4321.444 to the right, improve=1.6666670, (0 missing)
c3 < 4049.38 to the left, improve=0.6666667, (0 missing)
c4 < 4663.837 to the right, improve=0.6666667, (0 missing)
c5 < 4170.543 to the left, improve=0.6666667, (0 missing)
c6 < 4382.163 to the right, improve=0.6666667, (0 missing)
Node number 10244: 74 observations
predicted class=closed expected loss=0 P(node) =0.00707119
class counts: 74 0
probabilities: 1.000 0.000
Node number 10245: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 10246: 20 observations
predicted class=closed expected loss=0 P(node) =0.001911132
class counts: 20 0
probabilities: 1.000 0.000
Node number 10247: 14 observations, complexity param=0.0002481741
predicted class=open expected loss=0.3571429 P(node) =0.001337793
class counts: 5 9
probabilities: 0.357 0.643
left son=20494 (7 obs) right son=20495 (7 obs)
Primary splits:
c3 < 4030.87 to the left, improve=3.571429, (0 missing)
c11 < 4210.996 to the left, improve=3.155844, (0 missing)
c6 < 4370.11 to the right, improve=2.678571, (0 missing)
c9 < 4214.757 to the right, improve=1.984127, (0 missing)
c4 < 4659.382 to the right, improve=1.928571, (0 missing)
Surrogate splits:
c9 < 4214.757 to the right, agree=0.857, adj=0.714, (0 split)
c5 < 4151.277 to the left, agree=0.714, adj=0.429, (0 split)
c11 < 4210.996 to the left, agree=0.714, adj=0.429, (0 split)
c15 < 4611.537 to the right, agree=0.714, adj=0.429, (0 split)
c1 < 4323.856 to the right, agree=0.643, adj=0.286, (0 split)
Node number 11264: 81 observations
predicted class=closed expected loss=0 P(node) =0.007740086
class counts: 81 0
probabilities: 1.000 0.000
Node number 11265: 22 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.1818182 P(node) =0.002102246
class counts: 18 4
probabilities: 0.818 0.182
left son=22530 (19 obs) right son=22531 (3 obs)
Primary splits:
c2 < 4256.37 to the right, improve=4.650718, (0 missing)
c12 < 4238.021 to the left, improve=3.156566, (0 missing)
c8 < 4074.657 to the right, improve=2.945455, (0 missing)
c15 < 4597.562 to the right, improve=2.945455, (0 missing)
c1 < 4310.909 to the right, improve=2.545455, (0 missing)
Surrogate splits:
c12 < 4238.021 to the left, agree=0.955, adj=0.667, (0 split)
c15 < 4597.562 to the right, agree=0.955, adj=0.667, (0 split)
c6 < 4334.966 to the left, agree=0.909, adj=0.333, (0 split)
Node number 11270: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 11271: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 11280: 105 observations, complexity param=0.000319081
predicted class=closed expected loss=0.08571429 P(node) =0.01003344
class counts: 96 9
probabilities: 0.914 0.086
left son=22560 (100 obs) right son=22561 (5 obs)
Primary splits:
c8 < 4089.534 to the left, improve=2.7771430, (0 missing)
c9 < 4177.187 to the right, improve=1.6879120, (0 missing)
c4 < 4615.622 to the left, improve=1.0150380, (0 missing)
c11 < 4219.849 to the left, improve=0.8889610, (0 missing)
c10 < 4624.987 to the left, improve=0.7180124, (0 missing)
Node number 11281: 54 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.2962963 P(node) =0.005160057
class counts: 38 16
probabilities: 0.704 0.296
left son=22562 (40 obs) right son=22563 (14 obs)
Primary splits:
c12 < 4237.859 to the left, improve=2.861376, (0 missing)
c4 < 4594.823 to the right, improve=2.056980, (0 missing)
c10 < 4597.184 to the right, improve=2.056980, (0 missing)
c15 < 4614.943 to the right, improve=1.899200, (0 missing)
c8 < 4073.733 to the left, improve=1.886940, (0 missing)
Surrogate splits:
c8 < 4083.43 to the left, agree=0.778, adj=0.143, (0 split)
c10 < 4632.152 to the left, agree=0.778, adj=0.143, (0 split)
c15 < 4624.249 to the left, agree=0.778, adj=0.143, (0 split)
c5 < 4146.745 to the left, agree=0.759, adj=0.071, (0 split)
c6 < 4324.781 to the right, agree=0.759, adj=0.071, (0 split)
Node number 11282: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 11283: 9 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2222222 P(node) =0.0008600096
class counts: 2 7
probabilities: 0.222 0.778
left son=22566 (2 obs) right son=22567 (7 obs)
Primary splits:
c4 < 4611.655 to the right, improve=3.111111, (0 missing)
c8 < 4083.424 to the right, improve=3.111111, (0 missing)
c12 < 4234.175 to the right, improve=3.111111, (0 missing)
c7 < 4230.633 to the left, improve=1.361111, (0 missing)
c10 < 4629.23 to the right, improve=1.361111, (0 missing)
Surrogate splits:
c8 < 4083.424 to the right, agree=1, adj=1, (0 split)
c12 < 4234.175 to the right, agree=1, adj=1, (0 split)
Node number 11286: 37 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.2972973 P(node) =0.003535595
class counts: 26 11
probabilities: 0.703 0.297
left son=22572 (28 obs) right son=22573 (9 obs)
Primary splits:
c3 < 4011.64 to the left, improve=5.491205, (0 missing)
c16 < 4374.134 to the left, improve=4.096886, (0 missing)
c1 < 4319.647 to the left, improve=3.224165, (0 missing)
c10 < 4597.055 to the right, improve=3.224165, (0 missing)
c15 < 4603.566 to the left, improve=3.108269, (0 missing)
Surrogate splits:
c5 < 4123.535 to the left, agree=0.838, adj=0.333, (0 split)
c1 < 4322.892 to the left, agree=0.811, adj=0.222, (0 split)
c11 < 4199.788 to the right, agree=0.811, adj=0.222, (0 split)
c15 < 4625.377 to the left, agree=0.811, adj=0.222, (0 split)
c2 < 4248.866 to the right, agree=0.784, adj=0.111, (0 split)
Node number 11287: 18 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.001720019
class counts: 2 16
probabilities: 0.111 0.889
left son=22574 (1 obs) right son=22575 (17 obs)
Primary splits:
c1 < 4329.564 to the right, improve=1.673203, (0 missing)
c3 < 4019.93 to the right, improve=1.673203, (0 missing)
c10 < 4634.52 to the right, improve=1.673203, (0 missing)
c8 < 4064.133 to the left, improve=1.555556, (0 missing)
c5 < 4116.701 to the left, improve=1.155556, (0 missing)
Node number 11296: 53 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.0754717 P(node) =0.005064501
class counts: 49 4
probabilities: 0.925 0.075
left son=22592 (52 obs) right son=22593 (1 obs)
Primary splits:
c9 < 4170.937 to the right, improve=1.742380, (0 missing)
c15 < 4575.896 to the right, improve=1.742380, (0 missing)
c11 < 4183.398 to the right, improve=1.690671, (0 missing)
c13 < 4273.571 to the right, improve=1.278579, (0 missing)
c3 < 4011.631 to the left, improve=1.242738, (0 missing)
Node number 11297: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 11298: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 11299: 8 observations, complexity param=0.0001063603
predicted class=open expected loss=0.125 P(node) =0.0007644529
class counts: 1 7
probabilities: 0.125 0.875
left son=22598 (2 obs) right son=22599 (6 obs)
Primary splits:
c8 < 4083.391 to the right, improve=0.7500000, (0 missing)
c10 < 4612.848 to the left, improve=0.7500000, (0 missing)
c11 < 4217.667 to the right, improve=0.7500000, (0 missing)
c2 < 4263.669 to the left, improve=0.4166667, (0 missing)
c4 < 4605.535 to the right, improve=0.4166667, (0 missing)
Surrogate splits:
c4 < 4605.535 to the right, agree=0.875, adj=0.5, (0 split)
c7 < 4231.926 to the right, agree=0.875, adj=0.5, (0 split)
c9 < 4205.221 to the right, agree=0.875, adj=0.5, (0 split)
Node number 11300: 15 observations
predicted class=closed expected loss=0 P(node) =0.001433349
class counts: 15 0
probabilities: 1.000 0.000
Node number 11301: 20 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.5 P(node) =0.001911132
class counts: 10 10
probabilities: 0.500 0.500
left son=22602 (5 obs) right son=22603 (15 obs)
Primary splits:
c7 < 4224.587 to the left, improve=3.333333, (0 missing)
c4 < 4615.215 to the right, improve=2.747253, (0 missing)
c8 < 4070.698 to the right, improve=2.525253, (0 missing)
c5 < 4123.97 to the right, improve=1.764706, (0 missing)
c9 < 4190.118 to the left, improve=1.764706, (0 missing)
Surrogate splits:
c2 < 4256.18 to the left, agree=0.85, adj=0.4, (0 split)
c11 < 4192.129 to the left, agree=0.80, adj=0.2, (0 split)
c13 < 4288.163 to the right, agree=0.80, adj=0.2, (0 split)
c15 < 4614.028 to the right, agree=0.80, adj=0.2, (0 split)
Node number 11302: 5 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4 P(node) =0.0004777831
class counts: 3 2
probabilities: 0.600 0.400
left son=22604 (3 obs) right son=22605 (2 obs)
Primary splits:
c11 < 4195.768 to the left, improve=2.400000, (0 missing)
c2 < 4265.533 to the right, improve=1.066667, (0 missing)
c3 < 4000.395 to the right, improve=1.066667, (0 missing)
c6 < 4327.303 to the left, improve=1.066667, (0 missing)
c8 < 4060.87 to the left, improve=1.066667, (0 missing)
Surrogate splits:
c2 < 4265.533 to the right, agree=0.8, adj=0.5, (0 split)
c3 < 4000.395 to the right, agree=0.8, adj=0.5, (0 split)
c6 < 4327.303 to the left, agree=0.8, adj=0.5, (0 split)
c8 < 4060.87 to the left, agree=0.8, adj=0.5, (0 split)
c9 < 4196.841 to the left, agree=0.8, adj=0.5, (0 split)
Node number 11303: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 11308: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 11309: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 11322: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 11323: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 11490: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 11491: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 11492: 11 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1818182 P(node) =0.001051123
class counts: 9 2
probabilities: 0.818 0.182
left son=22984 (8 obs) right son=22985 (3 obs)
Primary splits:
c2 < 4276.615 to the left, improve=1.939394, (0 missing)
c1 < 4360.164 to the left, improve=1.472727, (0 missing)
c9 < 4223.431 to the left, improve=1.472727, (0 missing)
c11 < 4180.709 to the right, improve=1.472727, (0 missing)
c13 < 4313.773 to the left, improve=1.472727, (0 missing)
Surrogate splits:
c1 < 4323.996 to the left, agree=0.909, adj=0.667, (0 split)
c9 < 4220.751 to the left, agree=0.909, adj=0.667, (0 split)
c16 < 4379.808 to the left, agree=0.909, adj=0.667, (0 split)
c5 < 4135.173 to the left, agree=0.818, adj=0.333, (0 split)
c8 < 4065.11 to the left, agree=0.818, adj=0.333, (0 split)
Node number 11493: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 11508: 35 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.4857143 P(node) =0.003344482
class counts: 18 17
probabilities: 0.514 0.486
left son=23016 (28 obs) right son=23017 (7 obs)
Primary splits:
c12 < 4217.729 to the right, improve=2.414286, (0 missing)
c15 < 4678.989 to the left, improve=2.414286, (0 missing)
c10 < 4586.24 to the right, improve=2.388940, (0 missing)
c13 < 4284.396 to the right, improve=1.872078, (0 missing)
c11 < 4191.891 to the left, improve=1.548214, (0 missing)
Surrogate splits:
c2 < 4256.157 to the right, agree=0.857, adj=0.286, (0 split)
c9 < 4213.568 to the left, agree=0.857, adj=0.286, (0 split)
c13 < 4313.968 to the left, agree=0.857, adj=0.286, (0 split)
c10 < 4622.65 to the left, agree=0.829, adj=0.143, (0 split)
Node number 11509: 15 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1333333 P(node) =0.001433349
class counts: 2 13
probabilities: 0.133 0.867
left son=23018 (2 obs) right son=23019 (13 obs)
Primary splits:
c1 < 4315.417 to the left, improve=3.466667, (0 missing)
c16 < 4376.843 to the left, improve=3.466667, (0 missing)
c6 < 4341.447 to the right, improve=1.609524, (0 missing)
c13 < 4267.036 to the left, improve=1.609524, (0 missing)
c15 < 4599.595 to the left, improve=1.609524, (0 missing)
Surrogate splits:
c16 < 4376.843 to the left, agree=1, adj=1, (0 split)
Node number 11514: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 11515: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 11516: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 11517: 11 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09090909 P(node) =0.001051123
class counts: 1 10
probabilities: 0.091 0.909
left son=23034 (1 obs) right son=23035 (10 obs)
Primary splits:
c3 < 4059.205 to the right, improve=1.8181820, (0 missing)
c4 < 4615.147 to the right, improve=1.8181820, (0 missing)
c5 < 4152.887 to the right, improve=0.8181818, (0 missing)
c10 < 4604.538 to the left, improve=0.8181818, (0 missing)
c12 < 4210.483 to the left, improve=0.8181818, (0 missing)
Node number 11518: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=23036 (1 obs) right son=23037 (3 obs)
Primary splits:
c1 < 4326.698 to the left, improve=1.5, (0 missing)
c3 < 4027.104 to the left, improve=1.5, (0 missing)
c6 < 4319.913 to the left, improve=1.5, (0 missing)
c7 < 4226.136 to the left, improve=1.5, (0 missing)
c9 < 4182.164 to the left, improve=1.5, (0 missing)
Node number 11519: 49 observations
predicted class=open expected loss=0 P(node) =0.004682274
class counts: 0 49
probabilities: 0.000 1.000
Node number 11522: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 11523: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 11586: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 11587: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 11648: 237 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.2616034 P(node) =0.02264692
class counts: 175 62
probabilities: 0.738 0.262
left son=23296 (77 obs) right son=23297 (160 obs)
Primary splits:
c9 < 4211.815 to the right, improve=4.777578, (0 missing)
c7 < 4224.931 to the right, improve=4.124972, (0 missing)
c4 < 4624.924 to the left, improve=3.876610, (0 missing)
c6 < 4351.222 to the left, improve=3.308017, (0 missing)
c2 < 4271.396 to the right, improve=3.004225, (0 missing)
Surrogate splits:
c10 < 4625.64 to the right, agree=0.764, adj=0.273, (0 split)
c7 < 4246.139 to the right, agree=0.751, adj=0.234, (0 split)
c13 < 4295.124 to the right, agree=0.713, adj=0.117, (0 split)
c11 < 4225.323 to the right, agree=0.700, adj=0.078, (0 split)
c15 < 4631.179 to the right, agree=0.700, adj=0.078, (0 split)
Node number 11649: 25 observations, complexity param=0.001063603
predicted class=open expected loss=0.36 P(node) =0.002388915
class counts: 9 16
probabilities: 0.360 0.640
left son=23298 (5 obs) right son=23299 (20 obs)
Primary splits:
c6 < 4333.299 to the left, improve=5.120000, (0 missing)
c15 < 4614.101 to the left, improve=3.853333, (0 missing)
c11 < 4209.971 to the left, improve=3.578824, (0 missing)
c16 < 4371.342 to the right, improve=2.844675, (0 missing)
c3 < 3999.509 to the left, improve=2.253333, (0 missing)
Surrogate splits:
c11 < 4203.997 to the left, agree=0.96, adj=0.8, (0 split)
c7 < 4227.158 to the left, agree=0.84, adj=0.2, (0 split)
Node number 11650: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 11651: 16 observations, complexity param=0.0002127207
predicted class=open expected loss=0.0625 P(node) =0.001528906
class counts: 1 15
probabilities: 0.062 0.937
left son=23302 (1 obs) right son=23303 (15 obs)
Primary splits:
c10 < 4630.03 to the right, improve=1.8750000, (0 missing)
c5 < 4140.45 to the right, improve=0.8750000, (0 missing)
c8 < 4088.449 to the right, improve=0.5416667, (0 missing)
c6 < 4334.57 to the left, improve=0.3750000, (0 missing)
c7 < 4226.861 to the left, improve=0.3750000, (0 missing)
Node number 11660: 12 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.08333333 P(node) =0.001146679
class counts: 11 1
probabilities: 0.917 0.083
left son=23320 (11 obs) right son=23321 (1 obs)
Primary splits:
c1 < 4307.406 to the right, improve=1.833333, (0 missing)
c4 < 4632.843 to the right, improve=1.833333, (0 missing)
c7 < 4219.654 to the right, improve=1.833333, (0 missing)
c15 < 4614.08 to the left, improve=1.833333, (0 missing)
c16 < 4369.833 to the right, improve=1.833333, (0 missing)
Node number 11661: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 11662: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=23324 (4 obs) right son=23325 (1 obs)
Primary splits:
c1 < 4293.236 to the right, improve=1.6, (0 missing)
c5 < 4126.903 to the right, improve=1.6, (0 missing)
c6 < 4338.925 to the right, improve=1.6, (0 missing)
c9 < 4225.449 to the left, improve=1.6, (0 missing)
c10 < 4622.559 to the right, improve=1.6, (0 missing)
Node number 11663: 76 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1315789 P(node) =0.007262303
class counts: 10 66
probabilities: 0.132 0.868
left son=23326 (10 obs) right son=23327 (66 obs)
Primary splits:
c13 < 4277.392 to the left, improve=3.125997, (0 missing)
c9 < 4194.771 to the left, improve=2.348703, (0 missing)
c15 < 4602.179 to the left, improve=1.768421, (0 missing)
c1 < 4340.307 to the right, improve=1.528421, (0 missing)
c6 < 4368.711 to the right, improve=1.528421, (0 missing)
Surrogate splits:
c9 < 4194.771 to the left, agree=0.908, adj=0.3, (0 split)
c11 < 4190.56 to the left, agree=0.908, adj=0.3, (0 split)
c15 < 4601.119 to the left, agree=0.908, adj=0.3, (0 split)
c4 < 4632.397 to the left, agree=0.895, adj=0.2, (0 split)
c5 < 4123.591 to the left, agree=0.895, adj=0.2, (0 split)
Node number 11664: 29 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.03448276 P(node) =0.002771142
class counts: 28 1
probabilities: 0.966 0.034
left son=23328 (26 obs) right son=23329 (3 obs)
Primary splits:
c10 < 4608.206 to the right, improve=0.5977011, (0 missing)
c4 < 4631.423 to the left, improve=0.2643678, (0 missing)
c13 < 4292.379 to the left, improve=0.2643678, (0 missing)
c15 < 4604.337 to the right, improve=0.2643678, (0 missing)
c16 < 4372.32 to the right, improve=0.2167488, (0 missing)
Node number 11665: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 11666: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 11667: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 11668: 21 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2380952 P(node) =0.002006689
class counts: 16 5
probabilities: 0.762 0.238
left son=23336 (15 obs) right son=23337 (6 obs)
Primary splits:
c3 < 4021.557 to the left, improve=3.085714, (0 missing)
c2 < 4263.828 to the right, improve=2.566416, (0 missing)
c11 < 4192.51 to the right, improve=2.566416, (0 missing)
c9 < 4197.659 to the right, improve=1.719048, (0 missing)
c15 < 4611.824 to the right, improve=1.341270, (0 missing)
Surrogate splits:
c11 < 4215.252 to the left, agree=0.857, adj=0.500, (0 split)
c16 < 4365.917 to the right, agree=0.857, adj=0.500, (0 split)
c5 < 4121.252 to the left, agree=0.810, adj=0.333, (0 split)
c6 < 4347.479 to the left, agree=0.810, adj=0.333, (0 split)
c7 < 4216.663 to the right, agree=0.810, adj=0.333, (0 split)
Node number 11669: 21 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1428571 P(node) =0.002006689
class counts: 3 18
probabilities: 0.143 0.857
left son=23338 (2 obs) right son=23339 (19 obs)
Primary splits:
c12 < 4249.206 to the right, improve=3.248120, (0 missing)
c10 < 4644.56 to the right, improve=1.920635, (0 missing)
c1 < 4327.899 to the right, improve=1.542857, (0 missing)
c2 < 4299.928 to the right, improve=1.542857, (0 missing)
c3 < 4008.893 to the left, improve=1.542857, (0 missing)
Node number 11670: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 11671: 27 observations
predicted class=open expected loss=0 P(node) =0.002580029
class counts: 0 27
probabilities: 0.000 1.000
Node number 11672: 30 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3 P(node) =0.002866699
class counts: 21 9
probabilities: 0.700 0.300
left son=23344 (27 obs) right son=23345 (3 obs)
Primary splits:
c4 < 4630.682 to the left, improve=3.266667, (0 missing)
c3 < 4025.897 to the left, improve=2.100000, (0 missing)
c12 < 4223.559 to the right, improve=2.100000, (0 missing)
c16 < 4378.793 to the left, improve=2.100000, (0 missing)
c8 < 4084.358 to the left, improve=1.869231, (0 missing)
Surrogate splits:
c9 < 4217.676 to the left, agree=0.933, adj=0.333, (0 split)
c13 < 4289.327 to the left, agree=0.933, adj=0.333, (0 split)
Node number 11673: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 11674: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=23348 (3 obs) right son=23349 (1 obs)
Primary splits:
c3 < 4003.306 to the right, improve=1.5, (0 missing)
c7 < 4234.867 to the right, improve=1.5, (0 missing)
c9 < 4197.569 to the right, improve=1.5, (0 missing)
c11 < 4202.984 to the right, improve=1.5, (0 missing)
c15 < 4617.414 to the right, improve=1.5, (0 missing)
Node number 11675: 18 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05555556 P(node) =0.001720019
class counts: 1 17
probabilities: 0.056 0.944
left son=23350 (1 obs) right son=23351 (17 obs)
Primary splits:
c8 < 4048.05 to the left, improve=1.8888890, (0 missing)
c16 < 4364.525 to the left, improve=1.8888890, (0 missing)
c6 < 4353.089 to the right, improve=0.8888889, (0 missing)
c13 < 4273.01 to the left, improve=0.8888889, (0 missing)
c4 < 4620.717 to the left, improve=0.3888889, (0 missing)
Node number 11676: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 11677: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=23354 (1 obs) right son=23355 (5 obs)
Primary splits:
c4 < 4636.269 to the right, improve=1.666667, (0 missing)
c9 < 4181.7 to the left, improve=1.666667, (0 missing)
c11 < 4215.089 to the right, improve=1.666667, (0 missing)
c13 < 4269.496 to the left, improve=1.666667, (0 missing)
c16 < 4378.951 to the right, improve=1.666667, (0 missing)
Node number 11678: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 11679: 122 observations, complexity param=0.000273498
predicted class=open expected loss=0.1229508 P(node) =0.01165791
class counts: 15 107
probabilities: 0.123 0.877
left son=23358 (3 obs) right son=23359 (119 obs)
Primary splits:
c1 < 4284.304 to the left, improve=1.818478, (0 missing)
c2 < 4262.114 to the left, improve=1.818478, (0 missing)
c13 < 4283.05 to the left, improve=1.651826, (0 missing)
c3 < 4009.417 to the right, improve=1.595550, (0 missing)
c11 < 4232.29 to the right, improve=1.551145, (0 missing)
Node number 11680: 14 observations
predicted class=closed expected loss=0 P(node) =0.001337793
class counts: 14 0
probabilities: 1.000 0.000
Node number 11681: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 11682: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 11683: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 11688: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 11689: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 11692: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 11693: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 11694: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=23388 (1 obs) right son=23389 (1 obs)
Primary splits:
c1 < 4314.949 to the right, improve=1, (0 missing)
c2 < 4278.79 to the left, improve=1, (0 missing)
c3 < 4005.432 to the right, improve=1, (0 missing)
c4 < 4636.03 to the left, improve=1, (0 missing)
c5 < 4154.745 to the left, improve=1, (0 missing)
Node number 11695: 45 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02222222 P(node) =0.004300048
class counts: 1 44
probabilities: 0.022 0.978
left son=23390 (4 obs) right son=23391 (41 obs)
Primary splits:
c12 < 4199.816 to the left, improve=0.4555556, (0 missing)
c6 < 4356.592 to the right, improve=0.3555556, (0 missing)
c7 < 4256.841 to the right, improve=0.3555556, (0 missing)
c8 < 4067.876 to the left, improve=0.2888889, (0 missing)
c2 < 4283.032 to the right, improve=0.2055556, (0 missing)
Node number 11708: 3 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=23416 (2 obs) right son=23417 (1 obs)
Primary splits:
c1 < 4329.194 to the left, improve=1.333333, (0 missing)
c2 < 4290.523 to the left, improve=1.333333, (0 missing)
c4 < 4644.862 to the left, improve=1.333333, (0 missing)
c5 < 4140.703 to the left, improve=1.333333, (0 missing)
c6 < 4368.198 to the left, improve=1.333333, (0 missing)
Node number 11709: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 11760: 21 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.1904762 P(node) =0.002006689
class counts: 17 4
probabilities: 0.810 0.190
left son=23520 (18 obs) right son=23521 (3 obs)
Primary splits:
c16 < 4380.176 to the left, improve=4.587302, (0 missing)
c3 < 4021.493 to the left, improve=3.093838, (0 missing)
c1 < 4316.025 to the left, improve=2.201190, (0 missing)
c8 < 4069.094 to the left, improve=2.031746, (0 missing)
c6 < 4344.299 to the left, improve=1.676190, (0 missing)
Surrogate splits:
c1 < 4330.873 to the left, agree=0.905, adj=0.333, (0 split)
c3 < 4028.347 to the left, agree=0.905, adj=0.333, (0 split)
c9 < 4191.243 to the right, agree=0.905, adj=0.333, (0 split)
Node number 11761: 12 observations, complexity param=0.0004254414
predicted class=open expected loss=0.25 P(node) =0.001146679
class counts: 3 9
probabilities: 0.250 0.750
left son=23522 (2 obs) right son=23523 (10 obs)
Primary splits:
c12 < 4226.05 to the left, improve=2.7, (0 missing)
c16 < 4371.763 to the right, improve=2.7, (0 missing)
c3 < 4008.512 to the right, improve=2.1, (0 missing)
c4 < 4619.053 to the right, improve=1.5, (0 missing)
c8 < 4061.596 to the left, improve=1.5, (0 missing)
Node number 11762: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=23524 (3 obs) right son=23525 (3 obs)
Primary splits:
c6 < 4335.174 to the left, improve=3.0, (0 missing)
c7 < 4231.113 to the right, improve=3.0, (0 missing)
c1 < 4293.167 to the left, improve=1.5, (0 missing)
c8 < 4064.054 to the right, improve=1.5, (0 missing)
c9 < 4202.942 to the right, improve=1.5, (0 missing)
Surrogate splits:
c7 < 4231.113 to the right, agree=1.000, adj=1.000, (0 split)
c1 < 4293.167 to the left, agree=0.833, adj=0.667, (0 split)
c8 < 4064.054 to the right, agree=0.833, adj=0.667, (0 split)
c9 < 4202.942 to the right, agree=0.833, adj=0.667, (0 split)
c10 < 4610.403 to the right, agree=0.833, adj=0.667, (0 split)
Node number 11763: 11 observations
predicted class=open expected loss=0 P(node) =0.001051123
class counts: 0 11
probabilities: 0.000 1.000
Node number 11766: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=23532 (1 obs) right son=23533 (2 obs)
Primary splits:
c1 < 4301.614 to the left, improve=1.333333, (0 missing)
c2 < 4251.893 to the left, improve=1.333333, (0 missing)
c4 < 4620.603 to the right, improve=1.333333, (0 missing)
c5 < 4124.823 to the left, improve=1.333333, (0 missing)
c6 < 4348.103 to the left, improve=1.333333, (0 missing)
Node number 11767: 26 observations
predicted class=open expected loss=0 P(node) =0.002484472
class counts: 0 26
probabilities: 0.000 1.000
Node number 11768: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 11769: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=23538 (1 obs) right son=23539 (2 obs)
Primary splits:
c1 < 4311.097 to the right, improve=1.333333, (0 missing)
c2 < 4255.993 to the right, improve=1.333333, (0 missing)
c6 < 4359.058 to the right, improve=1.333333, (0 missing)
c10 < 4616.136 to the right, improve=1.333333, (0 missing)
c11 < 4224.005 to the right, improve=1.333333, (0 missing)
Node number 11772: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 11773: 12 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.001146679
class counts: 2 10
probabilities: 0.167 0.833
left son=23546 (1 obs) right son=23547 (11 obs)
Primary splits:
c2 < 4259.479 to the right, improve=1.5151520, (0 missing)
c4 < 4635.073 to the right, improve=1.5151520, (0 missing)
c16 < 4365.34 to the left, improve=1.5151520, (0 missing)
c8 < 4069.126 to the left, improve=1.3333330, (0 missing)
c5 < 4115.902 to the left, improve=0.9333333, (0 missing)
Node number 11774: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 11775: 137 observations, complexity param=0.0002127207
predicted class=open expected loss=0.03649635 P(node) =0.01309126
class counts: 5 132
probabilities: 0.036 0.964
left son=23550 (5 obs) right son=23551 (132 obs)
Primary splits:
c3 < 4034.933 to the right, improve=1.3714000, (0 missing)
c1 < 4325.777 to the right, improve=0.8720735, (0 missing)
c9 < 4225.694 to the right, improve=0.8720735, (0 missing)
c12 < 4268.546 to the right, improve=0.5405091, (0 missing)
c7 < 4219.338 to the left, improve=0.5405091, (0 missing)
Node number 12156: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 12157: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 12158: 8 observations, complexity param=0.0001063603
predicted class=open expected loss=0.125 P(node) =0.0007644529
class counts: 1 7
probabilities: 0.125 0.875
left son=24316 (1 obs) right son=24317 (7 obs)
Primary splits:
c1 < 4415.779 to the left, improve=1.75, (0 missing)
c2 < 4306.297 to the left, improve=1.75, (0 missing)
c3 < 4077.5 to the left, improve=1.75, (0 missing)
c7 < 4210.381 to the left, improve=0.75, (0 missing)
c8 < 4069.621 to the right, improve=0.75, (0 missing)
Node number 12159: 65 observations
predicted class=open expected loss=0 P(node) =0.00621118
class counts: 0 65
probabilities: 0.000 1.000
Node number 12252: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 12253: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 12276: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 12277: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 12288: 176 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.005681818 P(node) =0.01681796
class counts: 175 1
probabilities: 0.994 0.006
left son=24576 (168 obs) right son=24577 (8 obs)
Primary splits:
c2 < 4275.607 to the left, improve=0.23863640, (0 missing)
c3 < 4011.045 to the left, improve=0.09389952, (0 missing)
c8 < 4051.339 to the left, improve=0.07559289, (0 missing)
c5 < 4121.129 to the left, improve=0.03409091, (0 missing)
c1 < 4293.51 to the left, improve=0.03308081, (0 missing)
Node number 12289: 7 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.1428571 P(node) =0.0006688963
class counts: 6 1
probabilities: 0.857 0.143
left son=24578 (6 obs) right son=24579 (1 obs)
Primary splits:
c2 < 4241.178 to the left, improve=1.7142860, (0 missing)
c1 < 4281.923 to the left, improve=0.7142857, (0 missing)
c4 < 4603.234 to the left, improve=0.7142857, (0 missing)
c5 < 4113.041 to the left, improve=0.7142857, (0 missing)
c6 < 4317.17 to the right, improve=0.7142857, (0 missing)
Node number 12290: 28 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.03571429 P(node) =0.002675585
class counts: 27 1
probabilities: 0.964 0.036
left son=24580 (25 obs) right son=24581 (3 obs)
Primary splits:
c8 < 4036.461 to the right, improve=0.5952381, (0 missing)
c12 < 4244.664 to the left, improve=0.5952381, (0 missing)
c13 < 4271.55 to the right, improve=0.5952381, (0 missing)
c3 < 3993.425 to the right, improve=0.2619048, (0 missing)
c7 < 4236.897 to the right, improve=0.2142857, (0 missing)
Node number 12291: 3 observations, complexity param=0.0001215547
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=24582 (1 obs) right son=24583 (2 obs)
Primary splits:
c1 < 4292.162 to the right, improve=1.333333, (0 missing)
c2 < 4270.371 to the right, improve=1.333333, (0 missing)
c3 < 4006.45 to the right, improve=1.333333, (0 missing)
c6 < 4328.186 to the right, improve=1.333333, (0 missing)
c8 < 4037.402 to the left, improve=1.333333, (0 missing)
Node number 12392: 41 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1219512 P(node) =0.003917821
class counts: 36 5
probabilities: 0.878 0.122
left son=24784 (34 obs) right son=24785 (7 obs)
Primary splits:
c3 < 3985.359 to the right, improve=1.5872100, (0 missing)
c13 < 4266.354 to the right, improve=1.5161200, (0 missing)
c6 < 4336.073 to the left, improve=0.9907442, (0 missing)
c5 < 4124.902 to the left, improve=0.8804878, (0 missing)
c11 < 4195.729 to the right, improve=0.8604878, (0 missing)
Node number 12393: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=24786 (1 obs) right son=24787 (2 obs)
Primary splits:
c1 < 4277.255 to the left, improve=1.333333, (0 missing)
c2 < 4248.582 to the left, improve=1.333333, (0 missing)
c3 < 3985.164 to the left, improve=1.333333, (0 missing)
c4 < 4589.995 to the left, improve=1.333333, (0 missing)
c5 < 4107.758 to the right, improve=1.333333, (0 missing)
Node number 12396: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 12397: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 12592: 15 observations
predicted class=closed expected loss=0 P(node) =0.001433349
class counts: 15 0
probabilities: 1.000 0.000
Node number 12593: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=25186 (1 obs) right son=25187 (1 obs)
Primary splits:
c1 < 4286.511 to the right, improve=1, (0 missing)
c2 < 4256.62 to the right, improve=1, (0 missing)
c3 < 4011.251 to the right, improve=1, (0 missing)
c4 < 4612.911 to the right, improve=1, (0 missing)
c5 < 4108.308 to the right, improve=1, (0 missing)
Node number 12598: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 12599: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 12612: 20 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1 P(node) =0.001911132
class counts: 18 2
probabilities: 0.900 0.100
left son=25224 (19 obs) right son=25225 (1 obs)
Primary splits:
c4 < 4609.251 to the right, improve=1.7052630, (0 missing)
c6 < 4337.322 to the left, improve=0.4000000, (0 missing)
c9 < 4199.049 to the right, improve=0.4000000, (0 missing)
c10 < 4609.291 to the left, improve=0.4000000, (0 missing)
c1 < 4297.662 to the left, improve=0.3843137, (0 missing)
Node number 12613: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 12614: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 12615: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 12868: 42 observations, complexity param=0.000319081
predicted class=closed expected loss=0.0952381 P(node) =0.004013378
class counts: 38 4
probabilities: 0.905 0.095
left son=25736 (36 obs) right son=25737 (6 obs)
Primary splits:
c15 < 4607.054 to the left, improve=2.2936510, (0 missing)
c10 < 4600.264 to the right, improve=1.6771200, (0 missing)
c13 < 4285.878 to the left, improve=1.6771200, (0 missing)
c2 < 4251.664 to the right, improve=0.7936508, (0 missing)
c8 < 4053.779 to the left, improve=0.7936508, (0 missing)
Surrogate splits:
c11 < 4215.188 to the left, agree=0.905, adj=0.333, (0 split)
c13 < 4283.884 to the left, agree=0.905, adj=0.333, (0 split)
c9 < 4212.533 to the left, agree=0.881, adj=0.167, (0 split)
c10 < 4631.155 to the left, agree=0.881, adj=0.167, (0 split)
Node number 12869: 6 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3333333 P(node) =0.0005733397
class counts: 2 4
probabilities: 0.333 0.667
left son=25738 (2 obs) right son=25739 (4 obs)
Primary splits:
c8 < 4050.988 to the right, improve=2.666667, (0 missing)
c9 < 4202.313 to the right, improve=2.666667, (0 missing)
c1 < 4293.284 to the left, improve=1.333333, (0 missing)
c4 < 4620.752 to the left, improve=1.333333, (0 missing)
c6 < 4336.352 to the right, improve=1.333333, (0 missing)
Surrogate splits:
c9 < 4202.313 to the right, agree=1.000, adj=1.0, (0 split)
c1 < 4293.284 to the left, agree=0.833, adj=0.5, (0 split)
c4 < 4620.752 to the left, agree=0.833, adj=0.5, (0 split)
c6 < 4336.352 to the right, agree=0.833, adj=0.5, (0 split)
c7 < 4222.93 to the right, agree=0.833, adj=0.5, (0 split)
Node number 12870: 12 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1666667 P(node) =0.001146679
class counts: 10 2
probabilities: 0.833 0.167
left son=25740 (10 obs) right son=25741 (2 obs)
Primary splits:
c1 < 4283.367 to the left, improve=3.333333, (0 missing)
c16 < 4347.299 to the left, improve=3.333333, (0 missing)
c3 < 4023.386 to the left, improve=1.515152, (0 missing)
c4 < 4614.364 to the right, improve=1.515152, (0 missing)
c7 < 4236.319 to the left, improve=1.515152, (0 missing)
Surrogate splits:
c16 < 4347.299 to the left, agree=1, adj=1, (0 split)
Node number 12871: 13 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2307692 P(node) =0.001242236
class counts: 3 10
probabilities: 0.231 0.769
left son=25742 (1 obs) right son=25743 (12 obs)
Primary splits:
c3 < 4000.123 to the left, improve=1.282051, (0 missing)
c5 < 4133.089 to the right, improve=1.282051, (0 missing)
c9 < 4212.27 to the right, improve=1.282051, (0 missing)
c13 < 4284.985 to the right, improve=1.282051, (0 missing)
c6 < 4337.919 to the right, improve=1.186813, (0 missing)
Node number 13288: 9 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1111111 P(node) =0.0008600096
class counts: 8 1
probabilities: 0.889 0.111
left son=26576 (8 obs) right son=26577 (1 obs)
Primary splits:
c4 < 4625.072 to the left, improve=1.7777780, (0 missing)
c1 < 4278.838 to the right, improve=0.7777778, (0 missing)
c7 < 4230.959 to the right, improve=0.7777778, (0 missing)
c10 < 4622.97 to the left, improve=0.7777778, (0 missing)
c2 < 4257.803 to the right, improve=0.4444444, (0 missing)
Node number 13289: 10 observations, complexity param=0.000319081
predicted class=open expected loss=0.3 P(node) =0.0009555662
class counts: 3 7
probabilities: 0.300 0.700
left son=26578 (3 obs) right son=26579 (7 obs)
Primary splits:
c2 < 4253.396 to the left, improve=4.20, (0 missing)
c3 < 3984.734 to the left, improve=2.45, (0 missing)
c5 < 4110.374 to the left, improve=1.20, (0 missing)
c7 < 4236.105 to the right, improve=1.20, (0 missing)
c15 < 4598.772 to the right, improve=1.20, (0 missing)
Surrogate splits:
c3 < 3984.734 to the left, agree=0.9, adj=0.667, (0 split)
c10 < 4621.246 to the right, agree=0.8, adj=0.333, (0 split)
c12 < 4225.021 to the left, agree=0.8, adj=0.333, (0 split)
Node number 13290: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.3333333 P(node) =0.0005733397
class counts: 4 2
probabilities: 0.667 0.333
left son=26580 (4 obs) right son=26581 (2 obs)
Primary splits:
c1 < 4292.042 to the right, improve=2.666667, (0 missing)
c12 < 4248.593 to the left, improve=2.666667, (0 missing)
c2 < 4262.482 to the right, improve=1.333333, (0 missing)
c7 < 4230.004 to the right, improve=1.333333, (0 missing)
c8 < 4046.617 to the right, improve=1.333333, (0 missing)
Surrogate splits:
c12 < 4248.593 to the left, agree=1.000, adj=1.0, (0 split)
c2 < 4262.482 to the right, agree=0.833, adj=0.5, (0 split)
c7 < 4230.004 to the right, agree=0.833, adj=0.5, (0 split)
c8 < 4046.617 to the right, agree=0.833, adj=0.5, (0 split)
Node number 13291: 19 observations, complexity param=0.0001063603
predicted class=open expected loss=0.05263158 P(node) =0.001815576
class counts: 1 18
probabilities: 0.053 0.947
left son=26582 (2 obs) right son=26583 (17 obs)
Primary splits:
c4 < 4624.942 to the right, improve=0.8947368, (0 missing)
c8 < 4054 to the right, improve=0.5614035, (0 missing)
c12 < 4236.67 to the right, improve=0.5614035, (0 missing)
c3 < 3990.627 to the left, improve=0.3947368, (0 missing)
c13 < 4279.25 to the right, improve=0.2947368, (0 missing)
Node number 13308: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.4 P(node) =0.0004777831
class counts: 3 2
probabilities: 0.600 0.400
left son=26616 (3 obs) right son=26617 (2 obs)
Primary splits:
c4 < 4624.795 to the left, improve=2.400000, (0 missing)
c5 < 4116.266 to the left, improve=2.400000, (0 missing)
c9 < 4216.027 to the left, improve=2.400000, (0 missing)
c6 < 4334.059 to the left, improve=1.066667, (0 missing)
c7 < 4222.63 to the left, improve=1.066667, (0 missing)
Surrogate splits:
c5 < 4116.266 to the left, agree=1.0, adj=1.0, (0 split)
c9 < 4216.027 to the left, agree=1.0, adj=1.0, (0 split)
c6 < 4334.059 to the left, agree=0.8, adj=0.5, (0 split)
c7 < 4222.63 to the left, agree=0.8, adj=0.5, (0 split)
c10 < 4616.92 to the left, agree=0.8, adj=0.5, (0 split)
Node number 13309: 41 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09756098 P(node) =0.003917821
class counts: 4 37
probabilities: 0.098 0.902
left son=26618 (1 obs) right son=26619 (40 obs)
Primary splits:
c11 < 4167.65 to the left, improve=1.6695120, (0 missing)
c4 < 4614.458 to the left, improve=1.4357280, (0 missing)
c15 < 4588.212 to the left, improve=1.4357280, (0 missing)
c9 < 4199.324 to the right, improve=0.9225425, (0 missing)
c12 < 4204.236 to the left, improve=0.6810507, (0 missing)
Node number 13888: 50 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.14 P(node) =0.004777831
class counts: 43 7
probabilities: 0.860 0.140
left son=27776 (47 obs) right son=27777 (3 obs)
Primary splits:
c11 < 4167.898 to the right, improve=1.7704960, (0 missing)
c12 < 4286.634 to the left, improve=1.7704960, (0 missing)
c16 < 4362.852 to the left, improve=1.5093880, (0 missing)
c15 < 4579.434 to the right, improve=1.3556150, (0 missing)
c7 < 4211.067 to the left, improve=0.9223529, (0 missing)
Node number 13889: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 13890: 9 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2222222 P(node) =0.0008600096
class counts: 7 2
probabilities: 0.778 0.222
left son=27780 (7 obs) right son=27781 (2 obs)
Primary splits:
c4 < 4622.2 to the left, improve=3.111111, (0 missing)
c9 < 4197.182 to the left, improve=3.111111, (0 missing)
c11 < 4191.191 to the left, improve=1.777778, (0 missing)
c2 < 4257.6 to the left, improve=1.361111, (0 missing)
c5 < 4130.434 to the left, improve=1.361111, (0 missing)
Surrogate splits:
c9 < 4197.182 to the left, agree=1.000, adj=1.0, (0 split)
c11 < 4191.191 to the left, agree=0.889, adj=0.5, (0 split)
Node number 13891: 8 observations, complexity param=0.0002127207
predicted class=open expected loss=0.125 P(node) =0.0007644529
class counts: 1 7
probabilities: 0.125 0.875
left son=27782 (1 obs) right son=27783 (7 obs)
Primary splits:
c1 < 4293.968 to the right, improve=1.75, (0 missing)
c2 < 4239.579 to the left, improve=1.75, (0 missing)
c4 < 4622.847 to the right, improve=1.75, (0 missing)
c7 < 4227.785 to the right, improve=1.75, (0 missing)
c11 < 4195.015 to the right, improve=1.75, (0 missing)
Node number 13948: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 13949: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 13950: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=27900 (1 obs) right son=27901 (3 obs)
Primary splits:
c2 < 4250.827 to the right, improve=1.5, (0 missing)
c5 < 4099.085 to the right, improve=1.5, (0 missing)
c7 < 4218.634 to the left, improve=1.5, (0 missing)
c8 < 4052.833 to the right, improve=1.5, (0 missing)
c9 < 4184.719 to the left, improve=1.5, (0 missing)
Node number 13951: 33 observations
predicted class=open expected loss=0 P(node) =0.003153368
class counts: 0 33
probabilities: 0.000 1.000
Node number 14010: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 14011: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 14012: 8 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.375 P(node) =0.0007644529
class counts: 5 3
probabilities: 0.625 0.375
left son=28024 (6 obs) right son=28025 (2 obs)
Primary splits:
c2 < 4235.064 to the right, improve=2.083333, (0 missing)
c5 < 4092.828 to the right, improve=2.083333, (0 missing)
c10 < 4611.644 to the left, improve=2.083333, (0 missing)
c16 < 4326.826 to the left, improve=2.083333, (0 missing)
c4 < 4606.671 to the right, improve=1.350000, (0 missing)
Surrogate splits:
c4 < 4600.989 to the right, agree=0.875, adj=0.5, (0 split)
Node number 14013: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 14014: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 14015: 47 observations, complexity param=0.0002127207
predicted class=open expected loss=0.06382979 P(node) =0.004491161
class counts: 3 44
probabilities: 0.064 0.936
left son=28030 (11 obs) right son=28031 (36 obs)
Primary splits:
c13 < 4261.159 to the right, improve=1.2533850, (0 missing)
c8 < 4047.317 to the right, improve=0.5643897, (0 missing)
c7 < 4227.552 to the right, improve=0.4710753, (0 missing)
c2 < 4245.467 to the left, improve=0.4352031, (0 missing)
c11 < 4188.745 to the right, improve=0.3670213, (0 missing)
Surrogate splits:
c3 < 3986.197 to the right, agree=0.830, adj=0.273, (0 split)
c10 < 4623.199 to the right, agree=0.809, adj=0.182, (0 split)
c11 < 4208.541 to the right, agree=0.809, adj=0.182, (0 split)
c15 < 4592.269 to the right, agree=0.809, adj=0.182, (0 split)
c7 < 4230.717 to the right, agree=0.787, adj=0.091, (0 split)
Node number 14068: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 14069: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 14070: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=28140 (1 obs) right son=28141 (1 obs)
Primary splits:
c1 < 4280.673 to the left, improve=1, (0 missing)
c2 < 4249.666 to the left, improve=1, (0 missing)
c3 < 3980.375 to the right, improve=1, (0 missing)
c4 < 4606.325 to the right, improve=1, (0 missing)
c5 < 4094.57 to the right, improve=1, (0 missing)
Node number 14071: 25 observations, complexity param=0.0001063603
predicted class=open expected loss=0.04 P(node) =0.002388915
class counts: 1 24
probabilities: 0.040 0.960
left son=28142 (4 obs) right son=28143 (21 obs)
Primary splits:
c15 < 4598.673 to the right, improve=0.4200000, (0 missing)
c7 < 4236.765 to the right, improve=0.3200000, (0 missing)
c1 < 4287.626 to the right, improve=0.2533333, (0 missing)
c6 < 4334.549 to the right, improve=0.2057143, (0 missing)
c9 < 4200.898 to the right, improve=0.1700000, (0 missing)
Node number 14076: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 14077: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 14496: 19 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.05263158 P(node) =0.001815576
class counts: 18 1
probabilities: 0.947 0.053
left son=28992 (18 obs) right son=28993 (1 obs)
Primary splits:
c12 < 4203.742 to the right, improve=1.8947370, (0 missing)
c2 < 4248.526 to the right, improve=0.8947368, (0 missing)
c10 < 4621.039 to the left, improve=0.5614035, (0 missing)
c11 < 4206.544 to the left, improve=0.3947368, (0 missing)
c15 < 4611.24 to the left, improve=0.3947368, (0 missing)
Node number 14497: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 14528: 163 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1717791 P(node) =0.01557573
class counts: 135 28
probabilities: 0.828 0.172
left son=29056 (161 obs) right son=29057 (2 obs)
Primary splits:
c6 < 4349.041 to the left, improve=2.777884, (0 missing)
c9 < 4191.805 to the left, improve=2.147470, (0 missing)
c3 < 3962.883 to the left, improve=2.081861, (0 missing)
c5 < 4090.721 to the left, improve=1.909780, (0 missing)
c12 < 4189.669 to the right, improve=1.497035, (0 missing)
Node number 14529: 71 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.4084507 P(node) =0.00678452
class counts: 42 29
probabilities: 0.592 0.408
left son=29058 (62 obs) right son=29059 (9 obs)
Primary splits:
c3 < 3990.956 to the right, improve=7.213085, (0 missing)
c8 < 4074.169 to the left, improve=5.673694, (0 missing)
c11 < 4182.824 to the left, improve=3.318950, (0 missing)
c6 < 4329.622 to the right, improve=3.263085, (0 missing)
c9 < 4185.222 to the left, improve=2.819293, (0 missing)
Surrogate splits:
c1 < 4260.882 to the right, agree=0.887, adj=0.111, (0 split)
Node number 14530: 38 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.2368421 P(node) =0.003631151
class counts: 29 9
probabilities: 0.763 0.237
left son=29060 (35 obs) right son=29061 (3 obs)
Primary splits:
c2 < 4269.021 to the left, improve=3.793985, (0 missing)
c11 < 4200.56 to the left, improve=3.053509, (0 missing)
c12 < 4225.824 to the right, improve=2.618002, (0 missing)
c10 < 4617.783 to the left, improve=2.395846, (0 missing)
c16 < 4351.441 to the right, improve=2.247953, (0 missing)
Node number 14531: 147 observations, complexity param=0.001595405
predicted class=open expected loss=0.4489796 P(node) =0.01404682
class counts: 66 81
probabilities: 0.449 0.551
left son=29062 (36 obs) right son=29063 (111 obs)
Primary splits:
c8 < 4059.564 to the left, improve=4.518478, (0 missing)
c1 < 4296.684 to the right, improve=4.116512, (0 missing)
c9 < 4191.305 to the left, improve=3.891671, (0 missing)
c2 < 4254.094 to the right, improve=3.865129, (0 missing)
c15 < 4588.858 to the left, improve=3.401361, (0 missing)
Surrogate splits:
c4 < 4597.937 to the left, agree=0.776, adj=0.083, (0 split)
c3 < 3997.702 to the right, agree=0.769, adj=0.056, (0 split)
c9 < 4173.017 to the left, agree=0.769, adj=0.056, (0 split)
c16 < 4363.309 to the right, agree=0.769, adj=0.056, (0 split)
c1 < 4307.256 to the right, agree=0.762, adj=0.028, (0 split)
Node number 14532: 15 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2666667 P(node) =0.001433349
class counts: 11 4
probabilities: 0.733 0.267
left son=29064 (11 obs) right son=29065 (4 obs)
Primary splits:
c12 < 4226.711 to the right, improve=2.548485, (0 missing)
c2 < 4242.95 to the right, improve=2.482051, (0 missing)
c7 < 4217.513 to the right, improve=2.438095, (0 missing)
c9 < 4185.042 to the right, improve=1.866667, (0 missing)
c15 < 4600.766 to the right, improve=1.422222, (0 missing)
Surrogate splits:
c1 < 4273.305 to the right, agree=0.867, adj=0.50, (0 split)
c11 < 4186.713 to the right, agree=0.867, adj=0.50, (0 split)
c6 < 4341.729 to the left, agree=0.800, adj=0.25, (0 split)
c7 < 4209.913 to the right, agree=0.800, adj=0.25, (0 split)
c13 < 4259.071 to the right, agree=0.800, adj=0.25, (0 split)
Node number 14533: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 14534: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 14535: 39 observations, complexity param=0.000319081
predicted class=open expected loss=0.1538462 P(node) =0.003726708
class counts: 6 33
probabilities: 0.154 0.846
left son=29070 (5 obs) right son=29071 (34 obs)
Primary splits:
c1 < 4300.199 to the right, improve=2.283258, (0 missing)
c7 < 4226.023 to the right, improve=1.976068, (0 missing)
c11 < 4199.312 to the right, improve=1.805275, (0 missing)
c16 < 4357.081 to the right, improve=1.709402, (0 missing)
c2 < 4263.396 to the right, improve=1.699301, (0 missing)
Surrogate splits:
c6 < 4349.872 to the right, agree=0.923, adj=0.4, (0 split)
c7 < 4236.529 to the right, agree=0.923, adj=0.4, (0 split)
c11 < 4208.794 to the right, agree=0.897, adj=0.2, (0 split)
c15 < 4608.119 to the right, agree=0.897, adj=0.2, (0 split)
Node number 14536: 31 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.06451613 P(node) =0.002962255
class counts: 29 2
probabilities: 0.935 0.065
left son=29072 (28 obs) right son=29073 (3 obs)
Primary splits:
c6 < 4342.523 to the left, improve=2.408602, (0 missing)
c2 < 4237.008 to the right, improve=1.808602, (0 missing)
c8 < 4054.637 to the right, improve=1.808602, (0 missing)
c13 < 4270.451 to the left, improve=1.075269, (0 missing)
c3 < 4020.813 to the left, improve=0.810901, (0 missing)
Surrogate splits:
c2 < 4240.753 to the right, agree=0.968, adj=0.667, (0 split)
c4 < 4614.166 to the left, agree=0.935, adj=0.333, (0 split)
Node number 14537: 120 observations, complexity param=0.001010423
predicted class=closed expected loss=0.4583333 P(node) =0.01146679
class counts: 65 55
probabilities: 0.542 0.458
left son=29074 (11 obs) right son=29075 (109 obs)
Primary splits:
c16 < 4360.67 to the right, improve=5.087920, (0 missing)
c10 < 4617.612 to the right, improve=4.236735, (0 missing)
c1 < 4301.977 to the right, improve=4.102564, (0 missing)
c2 < 4274.297 to the left, improve=3.607357, (0 missing)
c11 < 4206.688 to the right, improve=3.352815, (0 missing)
Surrogate splits:
c13 < 4295.098 to the right, agree=0.933, adj=0.273, (0 split)
c1 < 4307.81 to the right, agree=0.925, adj=0.182, (0 split)
c8 < 4064.83 to the right, agree=0.925, adj=0.182, (0 split)
c10 < 4634.419 to the right, agree=0.925, adj=0.182, (0 split)
Node number 14538: 19 observations, complexity param=0.0007445224
predicted class=closed expected loss=0.4210526 P(node) =0.001815576
class counts: 11 8
probabilities: 0.579 0.421
left son=29076 (13 obs) right son=29077 (6 obs)
Primary splits:
c12 < 4237.674 to the left, improve=2.981107, (0 missing)
c1 < 4282.953 to the left, improve=2.388158, (0 missing)
c8 < 4059.843 to the right, improve=2.063158, (0 missing)
c15 < 4605.912 to the left, improve=1.948872, (0 missing)
c7 < 4217.161 to the right, improve=1.948872, (0 missing)
Surrogate splits:
c15 < 4605.912 to the left, agree=0.842, adj=0.500, (0 split)
c2 < 4240.779 to the right, agree=0.789, adj=0.333, (0 split)
c11 < 4214.136 to the left, agree=0.789, adj=0.333, (0 split)
c16 < 4349.016 to the left, agree=0.789, adj=0.333, (0 split)
c1 < 4282.953 to the left, agree=0.737, adj=0.167, (0 split)
Node number 14539: 53 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1886792 P(node) =0.005064501
class counts: 10 43
probabilities: 0.189 0.811
left son=29078 (2 obs) right son=29079 (51 obs)
Primary splits:
c9 < 4212.392 to the right, improve=2.736219, (0 missing)
c10 < 4627.52 to the right, improve=2.736219, (0 missing)
c7 < 4234.738 to the right, improve=2.726415, (0 missing)
c1 < 4281.149 to the left, improve=1.781971, (0 missing)
c11 < 4187.151 to the left, improve=1.418334, (0 missing)
Node number 14540: 41 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.3170732 P(node) =0.003917821
class counts: 28 13
probabilities: 0.683 0.317
left son=29080 (31 obs) right son=29081 (10 obs)
Primary splits:
c4 < 4613.941 to the left, improve=3.878678, (0 missing)
c16 < 4356.428 to the right, improve=1.998522, (0 missing)
c2 < 4248.937 to the left, improve=1.853799, (0 missing)
c11 < 4202.132 to the left, improve=1.736959, (0 missing)
c6 < 4345.256 to the left, improve=1.718002, (0 missing)
Surrogate splits:
c5 < 4132.353 to the left, agree=0.78, adj=0.1, (0 split)
c6 < 4345.987 to the left, agree=0.78, adj=0.1, (0 split)
c8 < 4086.5 to the left, agree=0.78, adj=0.1, (0 split)
c10 < 4629.632 to the left, agree=0.78, adj=0.1, (0 split)
c13 < 4260.184 to the right, agree=0.78, adj=0.1, (0 split)
Node number 14541: 35 observations, complexity param=0.0005318017
predicted class=open expected loss=0.3142857 P(node) =0.003344482
class counts: 11 24
probabilities: 0.314 0.686
left son=29082 (23 obs) right son=29083 (12 obs)
Primary splits:
c2 < 4267.609 to the left, improve=3.607453, (0 missing)
c12 < 4239.778 to the right, improve=3.328139, (0 missing)
c15 < 4610.591 to the left, improve=3.219048, (0 missing)
c16 < 4342.883 to the left, improve=3.085714, (0 missing)
c6 < 4323.675 to the right, improve=2.048677, (0 missing)
Surrogate splits:
c5 < 4133.344 to the left, agree=0.743, adj=0.250, (0 split)
c15 < 4613.942 to the left, agree=0.743, adj=0.250, (0 split)
c16 < 4357.206 to the left, agree=0.743, adj=0.250, (0 split)
c11 < 4217.554 to the left, agree=0.714, adj=0.167, (0 split)
c9 < 4193.453 to the right, agree=0.686, adj=0.083, (0 split)
Node number 14542: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0007644529
class counts: 6 2
probabilities: 0.750 0.250
left son=29084 (5 obs) right son=29085 (3 obs)
Primary splits:
c6 < 4338.966 to the right, improve=1.666667, (0 missing)
c7 < 4208.661 to the right, improve=1.666667, (0 missing)
c9 < 4190.223 to the left, improve=1.666667, (0 missing)
c10 < 4606.674 to the left, improve=1.666667, (0 missing)
c13 < 4248.368 to the right, improve=1.666667, (0 missing)
Surrogate splits:
c5 < 4118.331 to the right, agree=0.875, adj=0.667, (0 split)
c10 < 4604.903 to the left, agree=0.875, adj=0.667, (0 split)
c15 < 4584.623 to the left, agree=0.875, adj=0.667, (0 split)
c3 < 4016.878 to the right, agree=0.750, adj=0.333, (0 split)
c7 < 4208.661 to the right, agree=0.750, adj=0.333, (0 split)
Node number 14543: 249 observations, complexity param=0.0008508828
predicted class=open expected loss=0.248996 P(node) =0.0237936
class counts: 62 187
probabilities: 0.249 0.751
left son=29086 (77 obs) right son=29087 (172 obs)
Primary splits:
c11 < 4187.315 to the left, improve=3.631445, (0 missing)
c2 < 4229.317 to the left, improve=3.425311, (0 missing)
c1 < 4267.224 to the left, improve=3.098268, (0 missing)
c16 < 4345.299 to the right, improve=3.000538, (0 missing)
c3 < 4000.199 to the left, improve=2.610182, (0 missing)
Surrogate splits:
c10 < 4595.9 to the left, agree=0.739, adj=0.156, (0 split)
c7 < 4207.574 to the left, agree=0.731, adj=0.130, (0 split)
c6 < 4326.182 to the left, agree=0.715, adj=0.078, (0 split)
c9 < 4179.667 to the left, agree=0.707, adj=0.052, (0 split)
c1 < 4267.224 to the left, agree=0.703, adj=0.039, (0 split)
Node number 14544: 37 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.05405405 P(node) =0.003535595
class counts: 35 2
probabilities: 0.946 0.054
left son=29088 (36 obs) right son=29089 (1 obs)
Primary splits:
c16 < 4338.385 to the right, improve=1.8393390, (0 missing)
c4 < 4622.125 to the left, improve=1.7837840, (0 missing)
c12 < 4192.108 to the right, improve=0.8409266, (0 missing)
c1 < 4296.221 to the left, improve=0.6726727, (0 missing)
c13 < 4282.419 to the left, improve=0.5837838, (0 missing)
Node number 14545: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=29090 (1 obs) right son=29091 (2 obs)
Primary splits:
c1 < 4282.799 to the left, improve=1.333333, (0 missing)
c2 < 4272.546 to the left, improve=1.333333, (0 missing)
c3 < 3977.799 to the left, improve=1.333333, (0 missing)
c4 < 4622.077 to the right, improve=1.333333, (0 missing)
c6 < 4349.092 to the right, improve=1.333333, (0 missing)
Node number 14546: 10 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3 P(node) =0.0009555662
class counts: 7 3
probabilities: 0.700 0.300
left son=29092 (8 obs) right son=29093 (2 obs)
Primary splits:
c10 < 4626.102 to the right, improve=2.45, (0 missing)
c12 < 4210.295 to the right, improve=2.45, (0 missing)
c3 < 4003.65 to the left, improve=1.80, (0 missing)
c16 < 4352.161 to the left, improve=1.80, (0 missing)
c2 < 4255.419 to the left, improve=1.20, (0 missing)
Surrogate splits:
c12 < 4210.295 to the right, agree=1, adj=1, (0 split)
Node number 14547: 9 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.0008600096
class counts: 1 8
probabilities: 0.111 0.889
left son=29094 (1 obs) right son=29095 (8 obs)
Primary splits:
c3 < 4017.261 to the right, improve=1.7777780, (0 missing)
c8 < 4094.539 to the right, improve=1.7777780, (0 missing)
c11 < 4212.876 to the right, improve=1.7777780, (0 missing)
c16 < 4338.673 to the left, improve=1.7777780, (0 missing)
c4 < 4618.12 to the left, improve=0.7777778, (0 missing)
Node number 14548: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 14549: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 14550: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=29100 (1 obs) right son=29101 (1 obs)
Primary splits:
c1 < 4283.036 to the left, improve=1, (0 missing)
c2 < 4253.182 to the right, improve=1, (0 missing)
c3 < 3994.503 to the left, improve=1, (0 missing)
c4 < 4622.826 to the left, improve=1, (0 missing)
c5 < 4106.53 to the right, improve=1, (0 missing)
Node number 14551: 13 observations
predicted class=open expected loss=0 P(node) =0.001242236
class counts: 0 13
probabilities: 0.000 1.000
Node number 14552: 104 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.3365385 P(node) =0.009937888
class counts: 69 35
probabilities: 0.663 0.337
left son=29104 (98 obs) right son=29105 (6 obs)
Primary splits:
c16 < 4339.18 to the right, improve=3.142988, (0 missing)
c3 < 3959.241 to the right, improve=2.719535, (0 missing)
c4 < 4622.863 to the left, improve=2.719535, (0 missing)
c10 < 4590.282 to the right, improve=2.719535, (0 missing)
c2 < 4264.766 to the right, improve=2.493941, (0 missing)
Node number 14553: 144 observations, complexity param=0.001542225
predicted class=open expected loss=0.4444444 P(node) =0.01376015
class counts: 64 80
probabilities: 0.444 0.556
left son=29106 (106 obs) right son=29107 (38 obs)
Primary splits:
c1 < 4293.217 to the right, improve=5.649343, (0 missing)
c6 < 4326.232 to the right, improve=5.645462, (0 missing)
c3 < 3994.485 to the right, improve=4.610519, (0 missing)
c5 < 4102.746 to the right, improve=4.315507, (0 missing)
c11 < 4196.931 to the left, improve=3.689884, (0 missing)
Surrogate splits:
c2 < 4244.547 to the right, agree=0.764, adj=0.105, (0 split)
c8 < 4083.649 to the left, agree=0.764, adj=0.105, (0 split)
c16 < 4363.464 to the left, agree=0.750, adj=0.053, (0 split)
c3 < 3975.41 to the right, agree=0.743, adj=0.026, (0 split)
c6 < 4322.231 to the right, agree=0.743, adj=0.026, (0 split)
Node number 14554: 21 observations, complexity param=0.0007445224
predicted class=open expected loss=0.4761905 P(node) =0.002006689
class counts: 10 11
probabilities: 0.476 0.524
left son=29108 (11 obs) right son=29109 (10 obs)
Primary splits:
c5 < 4124.472 to the right, improve=5.403463, (0 missing)
c10 < 4608.918 to the left, improve=3.047619, (0 missing)
c6 < 4336.528 to the right, improve=2.976190, (0 missing)
c16 < 4348.443 to the left, improve=2.711485, (0 missing)
c7 < 4230.302 to the right, improve=2.333333, (0 missing)
Surrogate splits:
c2 < 4257.662 to the right, agree=0.762, adj=0.5, (0 split)
c10 < 4606.975 to the left, agree=0.762, adj=0.5, (0 split)
c6 < 4335.389 to the right, agree=0.714, adj=0.4, (0 split)
c7 < 4229.397 to the right, agree=0.714, adj=0.4, (0 split)
c11 < 4195.069 to the right, agree=0.714, adj=0.4, (0 split)
Node number 14555: 86 observations, complexity param=0.0004254414
predicted class=open expected loss=0.127907 P(node) =0.008217869
class counts: 11 75
probabilities: 0.128 0.872
left son=29110 (2 obs) right son=29111 (84 obs)
Primary splits:
c9 < 4183.273 to the left, improve=3.114618, (0 missing)
c1 < 4293.245 to the left, improve=2.345021, (0 missing)
c5 < 4110.098 to the left, improve=2.345021, (0 missing)
c2 < 4235.834 to the left, improve=1.538988, (0 missing)
c6 < 4363.639 to the right, improve=1.538988, (0 missing)
Node number 14556: 76 observations, complexity param=0.0009217897
predicted class=closed expected loss=0.4736842 P(node) =0.007262303
class counts: 40 36
probabilities: 0.526 0.474
left son=29112 (65 obs) right son=29113 (11 obs)
Primary splits:
c16 < 4335.359 to the right, improve=4.876555, (0 missing)
c1 < 4288.801 to the right, improve=2.923308, (0 missing)
c13 < 4254.436 to the right, improve=2.880031, (0 missing)
c6 < 4347.461 to the left, improve=2.339181, (0 missing)
c11 < 4163.232 to the right, improve=2.339181, (0 missing)
Surrogate splits:
c6 < 4315.978 to the right, agree=0.882, adj=0.182, (0 split)
c7 < 4209.991 to the right, agree=0.882, adj=0.182, (0 split)
c15 < 4563.03 to the right, agree=0.882, adj=0.182, (0 split)
Node number 14557: 128 observations, complexity param=0.0007445224
predicted class=open expected loss=0.2578125 P(node) =0.01223125
class counts: 33 95
probabilities: 0.258 0.742
left son=29114 (86 obs) right son=29115 (42 obs)
Primary splits:
c6 < 4333.518 to the right, improve=4.343179, (0 missing)
c9 < 4216.139 to the right, improve=3.384375, (0 missing)
c1 < 4274.833 to the right, improve=3.151042, (0 missing)
c2 < 4263.102 to the right, improve=3.113286, (0 missing)
c4 < 4620.806 to the left, improve=3.049592, (0 missing)
Surrogate splits:
c3 < 3992.034 to the right, agree=0.695, adj=0.071, (0 split)
c10 < 4590.66 to the right, agree=0.695, adj=0.071, (0 split)
c11 < 4156.523 to the right, agree=0.695, adj=0.071, (0 split)
c13 < 4274.884 to the left, agree=0.695, adj=0.071, (0 split)
c16 < 4352.693 to the left, agree=0.695, adj=0.071, (0 split)
Node number 14558: 26 observations, complexity param=0.0007445224
predicted class=closed expected loss=0.5 P(node) =0.002484472
class counts: 13 13
probabilities: 0.500 0.500
left son=29116 (11 obs) right son=29117 (15 obs)
Primary splits:
c11 < 4205.198 to the left, improve=3.860606, (0 missing)
c15 < 4595.133 to the left, improve=3.250000, (0 missing)
c1 < 4284.72 to the right, improve=2.443609, (0 missing)
c12 < 4244.884 to the left, improve=2.443609, (0 missing)
c3 < 3996.997 to the left, improve=2.124183, (0 missing)
Surrogate splits:
c8 < 4065.959 to the left, agree=0.769, adj=0.455, (0 split)
c12 < 4234.962 to the left, agree=0.769, adj=0.455, (0 split)
c16 < 4343.354 to the left, agree=0.769, adj=0.455, (0 split)
c15 < 4593.185 to the left, agree=0.731, adj=0.364, (0 split)
c2 < 4267.121 to the right, agree=0.692, adj=0.273, (0 split)
Node number 14559: 292 observations, complexity param=0.0006381621
predicted class=open expected loss=0.1575342 P(node) =0.02790253
class counts: 46 246
probabilities: 0.158 0.842
left son=29118 (5 obs) right son=29119 (287 obs)
Primary splits:
c10 < 4591.301 to the left, improve=4.199532, (0 missing)
c9 < 4178.544 to the left, improve=2.847127, (0 missing)
c15 < 4633.76 to the right, improve=2.847127, (0 missing)
c3 < 4019.952 to the right, improve=2.457225, (0 missing)
c16 < 4355.274 to the right, improve=2.305482, (0 missing)
Node number 14568: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 14569: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 14574: 5 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4 P(node) =0.0004777831
class counts: 3 2
probabilities: 0.600 0.400
left son=29148 (3 obs) right son=29149 (2 obs)
Primary splits:
c9 < 4209.841 to the left, improve=2.400000, (0 missing)
c12 < 4232.346 to the left, improve=2.400000, (0 missing)
c13 < 4280.842 to the left, improve=2.400000, (0 missing)
c16 < 4353.049 to the left, improve=2.400000, (0 missing)
c4 < 4616.738 to the left, improve=1.066667, (0 missing)
Surrogate splits:
c12 < 4232.346 to the left, agree=1.0, adj=1.0, (0 split)
c13 < 4280.842 to the left, agree=1.0, adj=1.0, (0 split)
c16 < 4353.049 to the left, agree=1.0, adj=1.0, (0 split)
c4 < 4616.738 to the left, agree=0.8, adj=0.5, (0 split)
c5 < 4137.685 to the right, agree=0.8, adj=0.5, (0 split)
Node number 14575: 31 observations, complexity param=0.0002127207
predicted class=open expected loss=0.03225806 P(node) =0.002962255
class counts: 1 30
probabilities: 0.032 0.968
left son=29150 (1 obs) right son=29151 (30 obs)
Primary splits:
c9 < 4184.286 to the left, improve=1.9354840, (0 missing)
c5 < 4145.195 to the right, improve=0.9354839, (0 missing)
c1 < 4302.8 to the right, improve=0.3354839, (0 missing)
c10 < 4605.376 to the left, improve=0.3354839, (0 missing)
c4 < 4613.065 to the left, improve=0.2211982, (0 missing)
Node number 14580: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 14581: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 14582: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=29164 (1 obs) right son=29165 (1 obs)
Primary splits:
c1 < 4304.365 to the left, improve=1, (0 missing)
c2 < 4265.697 to the left, improve=1, (0 missing)
c3 < 4036.066 to the left, improve=1, (0 missing)
c4 < 4619.436 to the left, improve=1, (0 missing)
c5 < 4130.644 to the left, improve=1, (0 missing)
Node number 14583: 14 observations
predicted class=open expected loss=0 P(node) =0.001337793
class counts: 0 14
probabilities: 0.000 1.000
Node number 14590: 8 observations, complexity param=0.0001418138
predicted class=open expected loss=0.25 P(node) =0.0007644529
class counts: 2 6
probabilities: 0.250 0.750
left son=29180 (1 obs) right son=29181 (7 obs)
Primary splits:
c1 < 4308.293 to the left, improve=1.285714, (0 missing)
c4 < 4618.175 to the right, improve=1.285714, (0 missing)
c8 < 4089.966 to the right, improve=1.285714, (0 missing)
c9 < 4205.277 to the right, improve=1.285714, (0 missing)
c12 < 4206.403 to the left, improve=1.285714, (0 missing)
Node number 14591: 148 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02702703 P(node) =0.01414238
class counts: 4 144
probabilities: 0.027 0.973
left son=29182 (3 obs) right son=29183 (145 obs)
Primary splits:
c16 < 4362.447 to the right, improve=0.5745884, (0 missing)
c4 < 4622.743 to the right, improve=0.5694507, (0 missing)
c13 < 4254.481 to the left, improve=0.3096579, (0 missing)
c7 < 4223.678 to the right, improve=0.2121055, (0 missing)
c2 < 4241.136 to the left, improve=0.1971576, (0 missing)
Node number 15096: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 15097: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 15328: 13 observations
predicted class=closed expected loss=0 P(node) =0.001242236
class counts: 13 0
probabilities: 1.000 0.000
Node number 15329: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 15358: 13 observations, complexity param=0.000319081
predicted class=open expected loss=0.3076923 P(node) =0.001242236
class counts: 4 9
probabilities: 0.308 0.692
left son=30716 (4 obs) right son=30717 (9 obs)
Primary splits:
c2 < 4230.498 to the right, improve=5.538462, (0 missing)
c13 < 4243.098 to the right, improve=5.538462, (0 missing)
c7 < 4212.288 to the right, improve=3.938462, (0 missing)
c11 < 4165.068 to the right, improve=3.938462, (0 missing)
c5 < 4115.772 to the right, improve=2.265734, (0 missing)
Surrogate splits:
c13 < 4243.098 to the right, agree=1.000, adj=1.00, (0 split)
c7 < 4212.288 to the right, agree=0.923, adj=0.75, (0 split)
c11 < 4165.068 to the right, agree=0.923, adj=0.75, (0 split)
c1 < 4231.159 to the right, agree=0.846, adj=0.50, (0 split)
c5 < 4115.772 to the right, agree=0.846, adj=0.50, (0 split)
Node number 15359: 373 observations, complexity param=0.000319081
predicted class=open expected loss=0.04825737 P(node) =0.03564262
class counts: 18 355
probabilities: 0.048 0.952
left son=30718 (159 obs) right son=30719 (214 obs)
Primary splits:
c16 < 4324.205 to the right, improve=1.9073010, (0 missing)
c1 < 4267.093 to the right, improve=1.1801650, (0 missing)
c12 < 4230.309 to the left, improve=0.9600288, (0 missing)
c8 < 4062.948 to the left, improve=0.9473196, (0 missing)
c5 < 4091.339 to the left, improve=0.8044988, (0 missing)
Surrogate splits:
c15 < 4580.712 to the right, agree=0.764, adj=0.447, (0 split)
c1 < 4265.966 to the right, agree=0.727, adj=0.358, (0 split)
c11 < 4188.341 to the right, agree=0.697, adj=0.289, (0 split)
c2 < 4244.889 to the right, agree=0.689, adj=0.270, (0 split)
c13 < 4262.089 to the right, agree=0.676, adj=0.239, (0 split)
Node number 15888: 13 observations
predicted class=closed expected loss=0 P(node) =0.001242236
class counts: 13 0
probabilities: 1.000 0.000
Node number 15889: 23 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3478261 P(node) =0.002197802
class counts: 15 8
probabilities: 0.652 0.348
left son=31778 (14 obs) right son=31779 (9 obs)
Primary splits:
c8 < 4095.951 to the left, improve=3.006211, (0 missing)
c16 < 4339.558 to the left, improve=2.434783, (0 missing)
c11 < 4186.239 to the left, improve=1.964194, (0 missing)
c13 < 4263.896 to the left, improve=1.964194, (0 missing)
c5 < 4141.421 to the left, improve=1.863354, (0 missing)
Surrogate splits:
c1 < 4277.507 to the right, agree=0.826, adj=0.556, (0 split)
c15 < 4578.152 to the right, agree=0.783, adj=0.444, (0 split)
c7 < 4216.411 to the right, agree=0.696, adj=0.222, (0 split)
c9 < 4209.167 to the left, agree=0.696, adj=0.222, (0 split)
c11 < 4180.378 to the right, agree=0.696, adj=0.222, (0 split)
Node number 15896: 10 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1 P(node) =0.0009555662
class counts: 9 1
probabilities: 0.900 0.100
left son=31792 (9 obs) right son=31793 (1 obs)
Primary splits:
c1 < 4276.66 to the right, improve=1.8000000, (0 missing)
c3 < 3997.799 to the right, improve=0.8000000, (0 missing)
c5 < 4121.733 to the right, improve=0.8000000, (0 missing)
c8 < 4102.619 to the left, improve=0.4666667, (0 missing)
c13 < 4280.021 to the right, improve=0.4666667, (0 missing)
Node number 15897: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 15900: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 15901: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 15920: 18 observations
predicted class=closed expected loss=0 P(node) =0.001720019
class counts: 18 0
probabilities: 1.000 0.000
Node number 15921: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 15922: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=31844 (2 obs) right son=31845 (1 obs)
Primary splits:
c2 < 4271.071 to the left, improve=1.333333, (0 missing)
c5 < 4126.478 to the left, improve=1.333333, (0 missing)
c8 < 4083.163 to the right, improve=1.333333, (0 missing)
c9 < 4198.832 to the right, improve=1.333333, (0 missing)
c11 < 4202.623 to the left, improve=1.333333, (0 missing)
Node number 15923: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 15926: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 15927: 20 observations, complexity param=0.0001063603
predicted class=open expected loss=0.05 P(node) =0.001911132
class counts: 1 19
probabilities: 0.050 0.950
left son=31854 (3 obs) right son=31855 (17 obs)
Primary splits:
c3 < 3983.59 to the left, improve=0.5666667, (0 missing)
c7 < 4226.338 to the left, improve=0.5666667, (0 missing)
c4 < 4630.279 to the right, improve=0.3000000, (0 missing)
c8 < 4083.426 to the left, improve=0.2333333, (0 missing)
c11 < 4208.338 to the left, improve=0.2333333, (0 missing)
Surrogate splits:
c7 < 4226.338 to the left, agree=0.9, adj=0.333, (0 split)
Node number 15928: 20 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.4 P(node) =0.001911132
class counts: 12 8
probabilities: 0.600 0.400
left son=31856 (5 obs) right son=31857 (15 obs)
Primary splits:
c2 < 4257.459 to the left, improve=2.133333, (0 missing)
c12 < 4226.77 to the right, improve=2.127473, (0 missing)
c1 < 4301.959 to the left, improve=1.600000, (0 missing)
c4 < 4631.215 to the right, improve=1.600000, (0 missing)
c6 < 4343.873 to the left, improve=1.600000, (0 missing)
Surrogate splits:
c6 < 4334.184 to the left, agree=0.9, adj=0.6, (0 split)
c4 < 4624.365 to the left, agree=0.8, adj=0.2, (0 split)
c8 < 4080.949 to the left, agree=0.8, adj=0.2, (0 split)
Node number 15929: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 15930: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 15931: 29 observations
predicted class=open expected loss=0 P(node) =0.002771142
class counts: 0 29
probabilities: 0.000 1.000
Node number 15934: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=31868 (1 obs) right son=31869 (3 obs)
Primary splits:
c2 < 4276.954 to the left, improve=1.5, (0 missing)
c5 < 4117.436 to the right, improve=1.5, (0 missing)
c7 < 4238.415 to the left, improve=1.5, (0 missing)
c8 < 4081.358 to the left, improve=1.5, (0 missing)
c9 < 4211.486 to the left, improve=1.5, (0 missing)
Node number 15935: 43 observations
predicted class=open expected loss=0 P(node) =0.004108935
class counts: 0 43
probabilities: 0.000 1.000
Node number 15990: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=31980 (1 obs) right son=31981 (2 obs)
Primary splits:
c1 < 4260.728 to the left, improve=1.333333, (0 missing)
c2 < 4255.226 to the left, improve=1.333333, (0 missing)
c3 < 4007.575 to the left, improve=1.333333, (0 missing)
c4 < 4625.774 to the right, improve=1.333333, (0 missing)
c5 < 4130.827 to the left, improve=1.333333, (0 missing)
Node number 15991: 13 observations
predicted class=open expected loss=0 P(node) =0.001242236
class counts: 0 13
probabilities: 0.000 1.000
Node number 16060: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=32120 (3 obs) right son=32121 (1 obs)
Primary splits:
c1 < 4291.944 to the right, improve=1.5, (0 missing)
c3 < 4020.174 to the left, improve=1.5, (0 missing)
c7 < 4264.1 to the left, improve=1.5, (0 missing)
c11 < 4212.81 to the right, improve=1.5, (0 missing)
c13 < 4292.861 to the left, improve=1.5, (0 missing)
Node number 16061: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 16124: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 16125: 65 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1076923 P(node) =0.00621118
class counts: 7 58
probabilities: 0.108 0.892
left son=32250 (1 obs) right son=32251 (64 obs)
Primary splits:
c3 < 4006.525 to the right, improve=1.617308, (0 missing)
c12 < 4291.286 to the right, improve=1.617308, (0 missing)
c15 < 4565.942 to the left, improve=1.617308, (0 missing)
c8 < 4087.334 to the right, improve=1.140956, (0 missing)
c2 < 4251.688 to the right, improve=0.825641, (0 missing)
Node number 16126: 12 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.001146679
class counts: 2 10
probabilities: 0.167 0.833
left son=32252 (2 obs) right son=32253 (10 obs)
Primary splits:
c16 < 4318.343 to the right, improve=3.3333330, (0 missing)
c6 < 4386.315 to the left, improve=1.5151520, (0 missing)
c1 < 4277.934 to the right, improve=1.3333330, (0 missing)
c2 < 4279.057 to the right, improve=1.3333330, (0 missing)
c7 < 4232.75 to the right, improve=0.9333333, (0 missing)
Node number 16127: 126 observations, complexity param=0.0001063603
predicted class=open expected loss=0.007936508 P(node) =0.01204013
class counts: 1 125
probabilities: 0.008 0.992
left son=32254 (10 obs) right son=32255 (116 obs)
Primary splits:
c8 < 4082.492 to the left, improve=0.18412700, (0 missing)
c15 < 4619.222 to the right, improve=0.13797310, (0 missing)
c6 < 4349.366 to the left, improve=0.08939014, (0 missing)
c16 < 4354.786 to the right, improve=0.07936508, (0 missing)
c7 < 4235.229 to the right, improve=0.03818104, (0 missing)
Node number 16224: 10 observations
predicted class=closed expected loss=0 P(node) =0.0009555662
class counts: 10 0
probabilities: 1.000 0.000
Node number 16225: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=32450 (1 obs) right son=32451 (1 obs)
Primary splits:
c1 < 4287.52 to the right, improve=1, (0 missing)
c2 < 4257.086 to the right, improve=1, (0 missing)
c3 < 3981.729 to the left, improve=1, (0 missing)
c4 < 4625.917 to the right, improve=1, (0 missing)
c5 < 4122.526 to the right, improve=1, (0 missing)
Node number 16226: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 16227: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 16238: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 16239: 29 observations, complexity param=0.0001063603
predicted class=open expected loss=0.06896552 P(node) =0.002771142
class counts: 2 27
probabilities: 0.069 0.931
left son=32478 (2 obs) right son=32479 (27 obs)
Primary splits:
c8 < 4078.876 to the right, improve=0.7982120, (0 missing)
c13 < 4266.957 to the left, improve=0.5241379, (0 missing)
c10 < 4608.548 to the left, improve=0.4677277, (0 missing)
c5 < 4122.977 to the left, improve=0.3395225, (0 missing)
c15 < 4584.383 to the right, improve=0.2955665, (0 missing)
Node number 16242: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 16243: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 16252: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=32504 (3 obs) right son=32505 (1 obs)
Primary splits:
c1 < 4267.506 to the left, improve=1.5, (0 missing)
c3 < 4042.983 to the left, improve=1.5, (0 missing)
c5 < 4139.739 to the left, improve=1.5, (0 missing)
c6 < 4354.175 to the left, improve=1.5, (0 missing)
c7 < 4218.002 to the right, improve=1.5, (0 missing)
Node number 16253: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 16254: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=32508 (1 obs) right son=32509 (3 obs)
Primary splits:
c4 < 4624.177 to the right, improve=1.5, (0 missing)
c9 < 4182.148 to the left, improve=1.5, (0 missing)
c11 < 4179.381 to the left, improve=1.5, (0 missing)
c16 < 4335.751 to the right, improve=1.5, (0 missing)
c1 < 4270.941 to the right, improve=0.5, (0 missing)
Node number 16255: 74 observations
predicted class=open expected loss=0 P(node) =0.00707119
class counts: 0 74
probabilities: 0.000 1.000
Node number 16342: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 16343: 16 observations
predicted class=open expected loss=0 P(node) =0.001528906
class counts: 0 16
probabilities: 0.000 1.000
Node number 16376: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.125 P(node) =0.0007644529
class counts: 7 1
probabilities: 0.875 0.125
left son=32752 (7 obs) right son=32753 (1 obs)
Primary splits:
c1 < 4270.279 to the right, improve=1.75, (0 missing)
c2 < 4266.085 to the left, improve=1.75, (0 missing)
c3 < 4030.112 to the left, improve=1.75, (0 missing)
c4 < 4641.607 to the left, improve=1.75, (0 missing)
c6 < 4364.512 to the left, improve=1.75, (0 missing)
Node number 16377: 12 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08333333 P(node) =0.001146679
class counts: 1 11
probabilities: 0.083 0.917
left son=32754 (1 obs) right son=32755 (11 obs)
Primary splits:
c1 < 4271.193 to the left, improve=1.833333, (0 missing)
c5 < 4091.565 to the left, improve=1.833333, (0 missing)
c15 < 4616.627 to the left, improve=1.833333, (0 missing)
c10 < 4606.97 to the left, improve=0.500000, (0 missing)
c16 < 4343.822 to the left, improve=0.500000, (0 missing)
Node number 16378: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 16379: 144 observations, complexity param=0.0002659009
predicted class=open expected loss=0.0625 P(node) =0.01376015
class counts: 9 135
probabilities: 0.063 0.938
left son=32758 (15 obs) right son=32759 (129 obs)
Primary splits:
c12 < 4252.489 to the right, improve=1.3959300, (0 missing)
c2 < 4269.351 to the right, improve=1.1800360, (0 missing)
c6 < 4336.05 to the left, improve=0.9592105, (0 missing)
c16 < 4340.864 to the right, improve=0.8114218, (0 missing)
c10 < 4589.402 to the left, improve=0.7764085, (0 missing)
Surrogate splits:
c9 < 4181.192 to the left, agree=0.903, adj=0.067, (0 split)
Node number 16380: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 16381: 14 observations, complexity param=0.0001063603
predicted class=open expected loss=0.07142857 P(node) =0.001337793
class counts: 1 13
probabilities: 0.071 0.929
left son=32762 (2 obs) right son=32763 (12 obs)
Primary splits:
c8 < 4076.267 to the right, improve=0.8571429, (0 missing)
c9 < 4196.962 to the left, improve=0.8571429, (0 missing)
c4 < 4626.886 to the left, improve=0.5238095, (0 missing)
c6 < 4356.275 to the right, improve=0.3571429, (0 missing)
c7 < 4237.627 to the right, improve=0.3571429, (0 missing)
Surrogate splits:
c4 < 4626.886 to the left, agree=0.929, adj=0.5, (0 split)
Node number 16382: 110 observations, complexity param=0.0001595405
predicted class=open expected loss=0.07272727 P(node) =0.01051123
class counts: 8 102
probabilities: 0.073 0.927
left son=32764 (1 obs) right son=32765 (109 obs)
Primary splits:
c10 < 4619.747 to the left, improve=1.7354460, (0 missing)
c13 < 4266.646 to the left, improve=1.1767890, (0 missing)
c6 < 4330.877 to the left, improve=0.8620047, (0 missing)
c2 < 4245.028 to the left, improve=0.7437710, (0 missing)
c11 < 4225.37 to the right, improve=0.7437710, (0 missing)
Node number 16383: 293 observations, complexity param=0.0001063603
predicted class=open expected loss=0.01023891 P(node) =0.02799809
class counts: 3 290
probabilities: 0.010 0.990
left son=32766 (3 obs) right son=32767 (290 obs)
Primary splits:
c15 < 4629.583 to the right, improve=0.63281940, (0 missing)
c11 < 4213.332 to the right, improve=0.20426470, (0 missing)
c13 < 4288.362 to the right, improve=0.14875350, (0 missing)
c2 < 4274.236 to the right, improve=0.11009750, (0 missing)
c9 < 4198.508 to the left, improve=0.08856655, (0 missing)
Node number 20482: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 20483: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 20494: 7 observations, complexity param=0.0002481741
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=40988 (5 obs) right son=40989 (2 obs)
Primary splits:
c6 < 4366.466 to the right, improve=2.857143, (0 missing)
c1 < 4327.925 to the right, improve=1.523810, (0 missing)
c4 < 4646.626 to the right, improve=1.523810, (0 missing)
c5 < 4139.219 to the right, improve=1.523810, (0 missing)
c11 < 4219.908 to the left, improve=1.523810, (0 missing)
Surrogate splits:
c1 < 4327.925 to the right, agree=0.857, adj=0.5, (0 split)
c4 < 4646.626 to the right, agree=0.857, adj=0.5, (0 split)
c5 < 4139.219 to the right, agree=0.857, adj=0.5, (0 split)
c11 < 4219.908 to the left, agree=0.857, adj=0.5, (0 split)
c13 < 4296.56 to the right, agree=0.857, adj=0.5, (0 split)
Node number 20495: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 22530: 19 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.05263158 P(node) =0.001815576
class counts: 18 1
probabilities: 0.947 0.053
left son=45060 (18 obs) right son=45061 (1 obs)
Primary splits:
c3 < 4013.056 to the left, improve=1.8947370, (0 missing)
c8 < 4074.657 to the right, improve=1.8947370, (0 missing)
c16 < 4365.014 to the right, improve=1.8947370, (0 missing)
c1 < 4307.061 to the right, improve=0.3947368, (0 missing)
c9 < 4200.023 to the left, improve=0.2947368, (0 missing)
Node number 22531: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 22560: 100 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.06 P(node) =0.009555662
class counts: 94 6
probabilities: 0.940 0.060
left son=45120 (99 obs) right son=45121 (1 obs)
Primary splits:
c9 < 4177.187 to the right, improve=1.7850510, (0 missing)
c4 < 4615.622 to the left, improve=1.2800000, (0 missing)
c12 < 4231.733 to the left, improve=0.6917647, (0 missing)
c2 < 4266.278 to the right, improve=0.6278261, (0 missing)
c11 < 4219.849 to the left, improve=0.4961243, (0 missing)
Node number 22561: 5 observations, complexity param=0.000319081
predicted class=open expected loss=0.4 P(node) =0.0004777831
class counts: 2 3
probabilities: 0.400 0.600
left son=45122 (2 obs) right son=45123 (3 obs)
Primary splits:
c7 < 4246.396 to the right, improve=2.4, (0 missing)
c10 < 4621.55 to the left, improve=2.4, (0 missing)
c12 < 4239.037 to the right, improve=2.4, (0 missing)
c13 < 4296.561 to the right, improve=2.4, (0 missing)
c16 < 4382.447 to the right, improve=2.4, (0 missing)
Surrogate splits:
c10 < 4621.55 to the left, agree=1.0, adj=1.0, (0 split)
c12 < 4239.037 to the right, agree=1.0, adj=1.0, (0 split)
c13 < 4296.561 to the right, agree=1.0, adj=1.0, (0 split)
c16 < 4382.447 to the right, agree=1.0, adj=1.0, (0 split)
c1 < 4311.453 to the right, agree=0.8, adj=0.5, (0 split)
Node number 22562: 40 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.2 P(node) =0.003822265
class counts: 32 8
probabilities: 0.800 0.200
left son=45124 (38 obs) right son=45125 (2 obs)
Primary splits:
c10 < 4597.184 to the right, improve=2.694737, (0 missing)
c3 < 3997.394 to the right, improve=2.688889, (0 missing)
c15 < 4612.925 to the right, improve=2.618182, (0 missing)
c12 < 4215.558 to the right, improve=1.966144, (0 missing)
c16 < 4365.557 to the right, improve=1.412613, (0 missing)
Node number 22563: 14 observations, complexity param=0.0003545345
predicted class=open expected loss=0.4285714 P(node) =0.001337793
class counts: 6 8
probabilities: 0.429 0.571
left son=45126 (3 obs) right son=45127 (11 obs)
Primary splits:
c1 < 4309.602 to the left, improve=2.493506, (0 missing)
c12 < 4263.885 to the right, improve=2.493506, (0 missing)
c2 < 4271.578 to the left, improve=2.146032, (0 missing)
c9 < 4205.791 to the right, improve=2.146032, (0 missing)
c3 < 4012.149 to the left, improve=2.057143, (0 missing)
Surrogate splits:
c8 < 4057.307 to the left, agree=0.857, adj=0.333, (0 split)
c11 < 4203.109 to the left, agree=0.857, adj=0.333, (0 split)
c12 < 4263.885 to the right, agree=0.857, adj=0.333, (0 split)
c16 < 4367.19 to the left, agree=0.857, adj=0.333, (0 split)
Node number 22566: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 22567: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 22572: 28 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1428571 P(node) =0.002675585
class counts: 24 4
probabilities: 0.857 0.143
left son=45144 (26 obs) right son=45145 (2 obs)
Primary splits:
c10 < 4597.055 to the right, improve=3.164835, (0 missing)
c1 < 4319.647 to the left, improve=1.523810, (0 missing)
c2 < 4264.479 to the left, improve=1.523810, (0 missing)
c6 < 4317.75 to the right, improve=1.523810, (0 missing)
c9 < 4181.243 to the right, improve=1.523810, (0 missing)
Node number 22573: 9 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2222222 P(node) =0.0008600096
class counts: 2 7
probabilities: 0.222 0.778
left son=45146 (2 obs) right son=45147 (7 obs)
Primary splits:
c1 < 4308.137 to the left, improve=3.111111, (0 missing)
c2 < 4261.668 to the right, improve=3.111111, (0 missing)
c5 < 4126.772 to the right, improve=3.111111, (0 missing)
c8 < 4059.259 to the left, improve=3.111111, (0 missing)
c15 < 4602.684 to the left, improve=1.777778, (0 missing)
Surrogate splits:
c2 < 4261.668 to the right, agree=1.000, adj=1.0, (0 split)
c5 < 4126.772 to the right, agree=1.000, adj=1.0, (0 split)
c8 < 4059.259 to the left, agree=1.000, adj=1.0, (0 split)
c15 < 4602.684 to the left, agree=0.889, adj=0.5, (0 split)
Node number 22574: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 22575: 17 observations, complexity param=0.0001063603
predicted class=open expected loss=0.05882353 P(node) =0.001624462
class counts: 1 16
probabilities: 0.059 0.941
left son=45150 (2 obs) right son=45151 (15 obs)
Primary splits:
c3 < 3997.248 to the left, improve=0.8823529, (0 missing)
c5 < 4110.553 to the left, improve=0.8823529, (0 missing)
c8 < 4060.052 to the left, improve=0.5490196, (0 missing)
c13 < 4290.941 to the right, improve=0.5490196, (0 missing)
c9 < 4207.663 to the right, improve=0.3823529, (0 missing)
Surrogate splits:
c5 < 4112.051 to the left, agree=0.941, adj=0.5, (0 split)
c13 < 4290.941 to the right, agree=0.941, adj=0.5, (0 split)
Node number 22592: 52 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.05769231 P(node) =0.004968944
class counts: 49 3
probabilities: 0.942 0.058
left son=45184 (38 obs) right son=45185 (14 obs)
Primary splits:
c11 < 4190.504 to the right, improve=0.9395604, (0 missing)
c12 < 4215.316 to the right, improve=0.8411477, (0 missing)
c3 < 4019.128 to the left, improve=0.8138462, (0 missing)
c10 < 4589.196 to the right, improve=0.8138462, (0 missing)
c13 < 4273.571 to the right, improve=0.7788462, (0 missing)
Surrogate splits:
c2 < 4246.706 to the right, agree=0.827, adj=0.357, (0 split)
c10 < 4597.909 to the right, agree=0.808, adj=0.286, (0 split)
c12 < 4216.889 to the right, agree=0.788, adj=0.214, (0 split)
c16 < 4375.46 to the left, agree=0.788, adj=0.214, (0 split)
c6 < 4314.716 to the right, agree=0.769, adj=0.143, (0 split)
Node number 22593: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 22598: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=45196 (1 obs) right son=45197 (1 obs)
Primary splits:
c1 < 4293.706 to the right, improve=1, (0 missing)
c2 < 4263.669 to the left, improve=1, (0 missing)
c3 < 4005.817 to the right, improve=1, (0 missing)
c4 < 4608.079 to the left, improve=1, (0 missing)
c5 < 4122.538 to the left, improve=1, (0 missing)
Node number 22599: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 22602: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 22603: 15 observations, complexity param=0.0005318017
predicted class=open expected loss=0.3333333 P(node) =0.001433349
class counts: 5 10
probabilities: 0.333 0.667
left son=45206 (7 obs) right son=45207 (8 obs)
Primary splits:
c4 < 4614.781 to the right, improve=3.809524, (0 missing)
c6 < 4343.884 to the right, improve=2.222222, (0 missing)
c8 < 4070.698 to the right, improve=2.222222, (0 missing)
c5 < 4123.97 to the right, improve=2.051282, (0 missing)
c9 < 4190.118 to the left, improve=2.051282, (0 missing)
Surrogate splits:
c3 < 3996.571 to the right, agree=0.800, adj=0.571, (0 split)
c8 < 4067.256 to the right, agree=0.733, adj=0.429, (0 split)
c11 < 4209.962 to the right, agree=0.733, adj=0.429, (0 split)
c13 < 4278.233 to the right, agree=0.733, adj=0.429, (0 split)
c1 < 4291.811 to the right, agree=0.667, adj=0.286, (0 split)
Node number 22604: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 22605: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 22984: 8 observations
predicted class=closed expected loss=0 P(node) =0.0007644529
class counts: 8 0
probabilities: 1.000 0.000
Node number 22985: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=45970 (1 obs) right son=45971 (2 obs)
Primary splits:
c3 < 4024.925 to the left, improve=1.333333, (0 missing)
c4 < 4614.722 to the right, improve=1.333333, (0 missing)
c5 < 4138.504 to the right, improve=1.333333, (0 missing)
c6 < 4345.015 to the left, improve=1.333333, (0 missing)
c7 < 4242.597 to the right, improve=1.333333, (0 missing)
Node number 23016: 28 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3928571 P(node) =0.002675585
class counts: 17 11
probabilities: 0.607 0.393
left son=46032 (5 obs) right son=46033 (23 obs)
Primary splits:
c3 < 4025.949 to the left, improve=1.878882, (0 missing)
c2 < 4277.275 to the right, improve=1.785714, (0 missing)
c10 < 4585.86 to the right, improve=1.587912, (0 missing)
c15 < 4688.177 to the left, improve=1.587912, (0 missing)
c7 < 4213.77 to the left, improve=1.440476, (0 missing)
Surrogate splits:
c7 < 4240.7 to the right, agree=0.893, adj=0.4, (0 split)
c9 < 4207.725 to the right, agree=0.893, adj=0.4, (0 split)
Node number 23017: 7 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1428571 P(node) =0.0006688963
class counts: 1 6
probabilities: 0.143 0.857
left son=46034 (1 obs) right son=46035 (6 obs)
Primary splits:
c3 < 4049.301 to the right, improve=1.7142860, (0 missing)
c9 < 4217.843 to the right, improve=1.7142860, (0 missing)
c10 < 4625.354 to the right, improve=1.7142860, (0 missing)
c12 < 4183.788 to the left, improve=1.7142860, (0 missing)
c4 < 4602.385 to the left, improve=0.7142857, (0 missing)
Node number 23018: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 23019: 13 observations
predicted class=open expected loss=0 P(node) =0.001242236
class counts: 0 13
probabilities: 0.000 1.000
Node number 23034: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 23035: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 23036: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 23037: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 23296: 77 observations, complexity param=0.000319081
predicted class=closed expected loss=0.1168831 P(node) =0.00735786
class counts: 68 9
probabilities: 0.883 0.117
left son=46592 (64 obs) right son=46593 (13 obs)
Primary splits:
c10 < 4619.499 to the right, improve=2.242258, (0 missing)
c6 < 4350.001 to the left, improve=1.811893, (0 missing)
c7 < 4225.302 to the right, improve=1.580314, (0 missing)
c5 < 4150.887 to the left, improve=1.496104, (0 missing)
c13 < 4294.871 to the left, improve=1.332001, (0 missing)
Surrogate splits:
c4 < 4617.303 to the right, agree=0.857, adj=0.154, (0 split)
c1 < 4296.875 to the right, agree=0.844, adj=0.077, (0 split)
c3 < 4036.727 to the left, agree=0.844, adj=0.077, (0 split)
c9 < 4212.244 to the right, agree=0.844, adj=0.077, (0 split)
Node number 23297: 160 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.33125 P(node) =0.01528906
class counts: 107 53
probabilities: 0.669 0.331
left son=46594 (154 obs) right son=46595 (6 obs)
Primary splits:
c15 < 4633.467 to the left, improve=5.575812, (0 missing)
c4 < 4625.019 to the left, improve=5.203157, (0 missing)
c1 < 4289.326 to the right, improve=3.669551, (0 missing)
c2 < 4285.657 to the right, improve=3.616071, (0 missing)
c12 < 4217.998 to the right, improve=3.588217, (0 missing)
Surrogate splits:
c3 < 4003.905 to the right, agree=0.975, adj=0.333, (0 split)
Node number 23298: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 23299: 20 observations, complexity param=0.000319081
predicted class=open expected loss=0.2 P(node) =0.001911132
class counts: 4 16
probabilities: 0.200 0.800
left son=46598 (5 obs) right son=46599 (15 obs)
Primary splits:
c7 < 4247.363 to the right, improve=2.133333, (0 missing)
c10 < 4625.402 to the right, improve=1.600000, (0 missing)
c15 < 4614.06 to the left, improve=1.542857, (0 missing)
c9 < 4216.014 to the right, improve=1.542857, (0 missing)
c6 < 4353.504 to the right, improve=1.537255, (0 missing)
Surrogate splits:
c6 < 4353.504 to the right, agree=0.90, adj=0.6, (0 split)
c10 < 4632.363 to the right, agree=0.85, adj=0.4, (0 split)
c3 < 3992.211 to the left, agree=0.80, adj=0.2, (0 split)
c5 < 4136.888 to the right, agree=0.80, adj=0.2, (0 split)
c8 < 4063.859 to the left, agree=0.80, adj=0.2, (0 split)
Node number 23302: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 23303: 15 observations
predicted class=open expected loss=0 P(node) =0.001433349
class counts: 0 15
probabilities: 0.000 1.000
Node number 23320: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 23321: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 23324: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 23325: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 23326: 10 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.5 P(node) =0.0009555662
class counts: 5 5
probabilities: 0.500 0.500
left son=46652 (6 obs) right son=46653 (4 obs)
Primary splits:
c1 < 4300.705 to the right, improve=3.333333, (0 missing)
c4 < 4634.495 to the right, improve=3.333333, (0 missing)
c8 < 4071.156 to the right, improve=3.333333, (0 missing)
c10 < 4619.117 to the left, improve=2.142857, (0 missing)
c9 < 4201.428 to the left, improve=1.800000, (0 missing)
Surrogate splits:
c4 < 4633.935 to the right, agree=0.9, adj=0.75, (0 split)
c2 < 4268.411 to the right, agree=0.8, adj=0.50, (0 split)
c7 < 4231.338 to the right, agree=0.8, adj=0.50, (0 split)
c8 < 4060.056 to the right, agree=0.8, adj=0.50, (0 split)
c11 < 4188.32 to the right, agree=0.8, adj=0.50, (0 split)
Node number 23327: 66 observations, complexity param=0.0002127207
predicted class=open expected loss=0.07575758 P(node) =0.006306737
class counts: 5 61
probabilities: 0.076 0.924
left son=46654 (1 obs) right son=46655 (65 obs)
Primary splits:
c6 < 4368.711 to the right, improve=1.7347320, (0 missing)
c9 < 4211.891 to the right, improve=1.0942760, (0 missing)
c4 < 4633.475 to the left, improve=0.8757576, (0 missing)
c15 < 4602.179 to the left, improve=0.7424242, (0 missing)
c1 < 4311.192 to the left, improve=0.4788915, (0 missing)
Node number 23328: 26 observations
predicted class=closed expected loss=0 P(node) =0.002484472
class counts: 26 0
probabilities: 1.000 0.000
Node number 23329: 3 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=46658 (2 obs) right son=46659 (1 obs)
Primary splits:
c1 < 4318.78 to the right, improve=1.333333, (0 missing)
c2 < 4266.985 to the right, improve=1.333333, (0 missing)
c3 < 3996.516 to the right, improve=1.333333, (0 missing)
c4 < 4628.766 to the left, improve=1.333333, (0 missing)
c5 < 4114.281 to the right, improve=1.333333, (0 missing)
Node number 23336: 15 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.06666667 P(node) =0.001433349
class counts: 14 1
probabilities: 0.933 0.067
left son=46672 (14 obs) right son=46673 (1 obs)
Primary splits:
c2 < 4263.828 to the right, improve=1.8666670, (0 missing)
c7 < 4222.792 to the right, improve=1.8666670, (0 missing)
c9 < 4190.744 to the right, improve=1.8666670, (0 missing)
c16 < 4366.694 to the right, improve=1.8666670, (0 missing)
c3 < 4009.181 to the right, improve=0.8666667, (0 missing)
Node number 23337: 6 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3333333 P(node) =0.0005733397
class counts: 2 4
probabilities: 0.333 0.667
left son=46674 (2 obs) right son=46675 (4 obs)
Primary splits:
c3 < 4024.919 to the right, improve=2.666667, (0 missing)
c12 < 4226.065 to the left, improve=2.666667, (0 missing)
c13 < 4280.581 to the left, improve=1.333333, (0 missing)
c16 < 4369.191 to the left, improve=1.333333, (0 missing)
c5 < 4121.834 to the right, improve=1.066667, (0 missing)
Surrogate splits:
c12 < 4226.065 to the left, agree=1.000, adj=1.0, (0 split)
c13 < 4280.581 to the left, agree=0.833, adj=0.5, (0 split)
c16 < 4369.191 to the left, agree=0.833, adj=0.5, (0 split)
Node number 23338: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 23339: 19 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05263158 P(node) =0.001815576
class counts: 1 18
probabilities: 0.053 0.947
left son=46678 (1 obs) right son=46679 (18 obs)
Primary splits:
c6 < 4359.725 to the right, improve=1.8947370, (0 missing)
c8 < 4095.111 to the right, improve=1.8947370, (0 missing)
c1 < 4310.895 to the left, improve=0.8947368, (0 missing)
c5 < 4122.248 to the right, improve=0.8947368, (0 missing)
c7 < 4227.369 to the left, improve=0.8947368, (0 missing)
Node number 23344: 27 observations, complexity param=0.0005318017
predicted class=closed expected loss=0.2222222 P(node) =0.002580029
class counts: 21 6
probabilities: 0.778 0.222
left son=46688 (18 obs) right son=46689 (9 obs)
Primary splits:
c10 < 4609.176 to the right, improve=3.000000, (0 missing)
c16 < 4378.793 to the left, improve=2.613333, (0 missing)
c12 < 4223.559 to the right, improve=1.633333, (0 missing)
c3 < 4005.108 to the right, improve=1.333333, (0 missing)
c6 < 4342.115 to the right, improve=1.333333, (0 missing)
Surrogate splits:
c9 < 4188.857 to the right, agree=0.778, adj=0.333, (0 split)
c12 < 4214.938 to the right, agree=0.778, adj=0.333, (0 split)
c2 < 4265.338 to the right, agree=0.741, adj=0.222, (0 split)
c4 < 4617.606 to the right, agree=0.741, adj=0.222, (0 split)
c16 < 4378.793 to the left, agree=0.741, adj=0.222, (0 split)
Node number 23345: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 23348: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 23349: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 23350: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 23351: 17 observations
predicted class=open expected loss=0 P(node) =0.001624462
class counts: 0 17
probabilities: 0.000 1.000
Node number 23354: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 23355: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 23358: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=46716 (2 obs) right son=46717 (1 obs)
Primary splits:
c2 < 4263.994 to the left, improve=1.333333, (0 missing)
c3 < 3989.477 to the right, improve=1.333333, (0 missing)
c4 < 4620.182 to the right, improve=1.333333, (0 missing)
c5 < 4108.551 to the right, improve=1.333333, (0 missing)
c6 < 4329.317 to the right, improve=1.333333, (0 missing)
Node number 23359: 119 observations, complexity param=0.000273498
predicted class=open expected loss=0.1092437 P(node) =0.01137124
class counts: 13 106
probabilities: 0.109 0.891
left son=46718 (1 obs) right son=46719 (118 obs)
Primary splits:
c11 < 4232.29 to the right, improve=1.600342, (0 missing)
c15 < 4637.607 to the right, improve=1.600342, (0 missing)
c3 < 4009.417 to the right, improve=1.432391, (0 missing)
c9 < 4201.794 to the left, improve=1.432391, (0 missing)
c13 < 4262.603 to the left, improve=1.264012, (0 missing)
Node number 23388: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 23389: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 23390: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=46780 (1 obs) right son=46781 (3 obs)
Primary splits:
c3 < 4010.667 to the left, improve=1.5, (0 missing)
c5 < 4128.525 to the right, improve=1.5, (0 missing)
c6 < 4351.716 to the right, improve=1.5, (0 missing)
c7 < 4248.758 to the right, improve=1.5, (0 missing)
c9 < 4207.151 to the right, improve=1.5, (0 missing)
Node number 23391: 41 observations
predicted class=open expected loss=0 P(node) =0.003917821
class counts: 0 41
probabilities: 0.000 1.000
Node number 23416: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 23417: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 23520: 18 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.05555556 P(node) =0.001720019
class counts: 17 1
probabilities: 0.944 0.056
left son=47040 (17 obs) right son=47041 (1 obs)
Primary splits:
c7 < 4261.052 to the left, improve=1.8888890, (0 missing)
c3 < 4021.493 to the left, improve=0.8888889, (0 missing)
c6 < 4356.615 to the left, improve=0.8888889, (0 missing)
c12 < 4227.186 to the right, improve=0.8888889, (0 missing)
c1 < 4316.025 to the left, improve=0.5555556, (0 missing)
Node number 23521: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 23522: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 23523: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1 P(node) =0.0009555662
class counts: 1 9
probabilities: 0.100 0.900
left son=47046 (1 obs) right son=47047 (9 obs)
Primary splits:
c15 < 4583.962 to the left, improve=1.8, (0 missing)
c16 < 4371.763 to the right, improve=1.8, (0 missing)
c8 < 4055.084 to the left, improve=0.8, (0 missing)
c11 < 4191.084 to the left, improve=0.8, (0 missing)
c12 < 4240.761 to the right, improve=0.8, (0 missing)
Node number 23524: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 23525: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 23532: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 23533: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 23538: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 23539: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 23546: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 23547: 11 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09090909 P(node) =0.001051123
class counts: 1 10
probabilities: 0.091 0.909
left son=47094 (1 obs) right son=47095 (10 obs)
Primary splits:
c4 < 4635.073 to the right, improve=1.8181820, (0 missing)
c1 < 4291.385 to the left, improve=0.8181818, (0 missing)
c5 < 4108.095 to the left, improve=0.8181818, (0 missing)
c7 < 4241.709 to the right, improve=0.8181818, (0 missing)
c8 < 4058.89 to the left, improve=0.8181818, (0 missing)
Node number 23550: 5 observations, complexity param=0.0002127207
predicted class=open expected loss=0.4 P(node) =0.0004777831
class counts: 2 3
probabilities: 0.400 0.600
left son=47100 (2 obs) right son=47101 (3 obs)
Primary splits:
c3 < 4038.327 to the left, improve=2.4, (0 missing)
c6 < 4343.767 to the right, improve=2.4, (0 missing)
c11 < 4206.302 to the right, improve=2.4, (0 missing)
c13 < 4286.622 to the right, improve=2.4, (0 missing)
c15 < 4608.164 to the right, improve=2.4, (0 missing)
Surrogate splits:
c6 < 4343.767 to the right, agree=1.0, adj=1.0, (0 split)
c11 < 4206.302 to the right, agree=1.0, adj=1.0, (0 split)
c13 < 4286.622 to the right, agree=1.0, adj=1.0, (0 split)
c15 < 4608.164 to the right, agree=1.0, adj=1.0, (0 split)
c1 < 4308.448 to the right, agree=0.8, adj=0.5, (0 split)
Node number 23551: 132 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02272727 P(node) =0.01261347
class counts: 3 129
probabilities: 0.023 0.977
left son=47102 (2 obs) right son=47103 (130 obs)
Primary splits:
c1 < 4325.777 to the right, improve=0.9251748, (0 missing)
c9 < 4225.694 to the right, improve=0.9251748, (0 missing)
c7 < 4219.338 to the left, improve=0.5923185, (0 missing)
c13 < 4277.673 to the left, improve=0.5559441, (0 missing)
c12 < 4209.661 to the left, improve=0.3808777, (0 missing)
Node number 24316: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 24317: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 24576: 168 observations
predicted class=closed expected loss=0 P(node) =0.01605351
class counts: 168 0
probabilities: 1.000 0.000
Node number 24577: 8 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.125 P(node) =0.0007644529
class counts: 7 1
probabilities: 0.875 0.125
left son=49154 (7 obs) right son=49155 (1 obs)
Primary splits:
c2 < 4275.863 to the right, improve=1.75, (0 missing)
c6 < 4330.03 to the left, improve=1.75, (0 missing)
c15 < 4597.571 to the left, improve=1.75, (0 missing)
c3 < 4006.919 to the left, improve=0.75, (0 missing)
c8 < 4050.607 to the left, improve=0.75, (0 missing)
Node number 24578: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 24579: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 24580: 25 observations
predicted class=closed expected loss=0 P(node) =0.002388915
class counts: 25 0
probabilities: 1.000 0.000
Node number 24581: 3 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=49162 (2 obs) right son=49163 (1 obs)
Primary splits:
c2 < 4264.118 to the left, improve=1.333333, (0 missing)
c3 < 3998.449 to the right, improve=1.333333, (0 missing)
c5 < 4115.278 to the right, improve=1.333333, (0 missing)
c7 < 4236.911 to the right, improve=1.333333, (0 missing)
c8 < 4035.298 to the left, improve=1.333333, (0 missing)
Node number 24582: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 24583: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 24784: 34 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.05882353 P(node) =0.003248925
class counts: 32 2
probabilities: 0.941 0.059
left son=49568 (27 obs) right son=49569 (7 obs)
Primary splits:
c13 < 4265.768 to the right, improve=0.9075630, (0 missing)
c3 < 4026.314 to the left, improve=0.8272059, (0 missing)
c11 < 4194.122 to the right, improve=0.7647059, (0 missing)
c2 < 4241.743 to the right, improve=0.4958887, (0 missing)
c15 < 4580.207 to the right, improve=0.4958887, (0 missing)
Surrogate splits:
c8 < 4035.707 to the right, agree=0.824, adj=0.143, (0 split)
c15 < 4580.207 to the right, agree=0.824, adj=0.143, (0 split)
c16 < 4344.685 to the right, agree=0.824, adj=0.143, (0 split)
Node number 24785: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.4285714 P(node) =0.0006688963
class counts: 4 3
probabilities: 0.571 0.429
left son=49570 (3 obs) right son=49571 (4 obs)
Primary splits:
c2 < 4255.557 to the left, improve=1.928571, (0 missing)
c9 < 4196.351 to the left, improve=1.928571, (0 missing)
c10 < 4609.208 to the left, improve=1.928571, (0 missing)
c16 < 4349.61 to the left, improve=1.928571, (0 missing)
c5 < 4120.704 to the left, improve=1.828571, (0 missing)
Surrogate splits:
c16 < 4349.61 to the left, agree=1.000, adj=1.000, (0 split)
c1 < 4279.229 to the left, agree=0.857, adj=0.667, (0 split)
c6 < 4330.028 to the left, agree=0.857, adj=0.667, (0 split)
c7 < 4230.379 to the left, agree=0.857, adj=0.667, (0 split)
c8 < 4047.418 to the right, agree=0.857, adj=0.667, (0 split)
Node number 24786: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 24787: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 25186: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 25187: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 25224: 19 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.05263158 P(node) =0.001815576
class counts: 18 1
probabilities: 0.947 0.053
left son=50448 (16 obs) right son=50449 (3 obs)
Primary splits:
c12 < 4250.336 to the left, improve=0.5614035, (0 missing)
c13 < 4268.006 to the right, improve=0.5614035, (0 missing)
c1 < 4276.861 to the right, improve=0.2947368, (0 missing)
c4 < 4609.989 to the right, improve=0.2947368, (0 missing)
c9 < 4191.353 to the right, improve=0.2280702, (0 missing)
Surrogate splits:
c2 < 4267.516 to the left, agree=0.947, adj=0.667, (0 split)
Node number 25225: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 25736: 36 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.02777778 P(node) =0.003440038
class counts: 35 1
probabilities: 0.972 0.028
left son=51472 (34 obs) right son=51473 (2 obs)
Primary splits:
c12 < 4257.546 to the left, improve=0.9444444, (0 missing)
c4 < 4628.454 to the left, improve=0.4444444, (0 missing)
c8 < 4046.539 to the right, improve=0.4444444, (0 missing)
c9 < 4184.629 to the right, improve=0.4444444, (0 missing)
c6 < 4348.214 to the left, improve=0.3444444, (0 missing)
Node number 25737: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=51474 (3 obs) right son=51475 (3 obs)
Primary splits:
c9 < 4206.819 to the right, improve=3.0, (0 missing)
c10 < 4623.147 to the right, improve=3.0, (0 missing)
c12 < 4235.256 to the right, improve=3.0, (0 missing)
c1 < 4300.417 to the right, improve=1.5, (0 missing)
c3 < 4012.24 to the right, improve=1.5, (0 missing)
Surrogate splits:
c10 < 4623.147 to the right, agree=1.000, adj=1.000, (0 split)
c12 < 4235.256 to the right, agree=1.000, adj=1.000, (0 split)
c1 < 4300.417 to the right, agree=0.833, adj=0.667, (0 split)
c3 < 4012.24 to the right, agree=0.833, adj=0.667, (0 split)
c4 < 4618.485 to the left, agree=0.833, adj=0.667, (0 split)
Node number 25738: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 25739: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 25740: 10 observations
predicted class=closed expected loss=0 P(node) =0.0009555662
class counts: 10 0
probabilities: 1.000 0.000
Node number 25741: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 25742: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 25743: 12 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.001146679
class counts: 2 10
probabilities: 0.167 0.833
left son=51486 (1 obs) right son=51487 (11 obs)
Primary splits:
c5 < 4133.089 to the right, improve=1.5151520, (0 missing)
c13 < 4284.985 to the right, improve=1.5151520, (0 missing)
c8 < 4048.567 to the left, improve=1.3333330, (0 missing)
c7 < 4228.383 to the left, improve=0.9333333, (0 missing)
c6 < 4337.919 to the right, improve=0.6666667, (0 missing)
Node number 26576: 8 observations
predicted class=closed expected loss=0 P(node) =0.0007644529
class counts: 8 0
probabilities: 1.000 0.000
Node number 26577: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 26578: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 26579: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 26580: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 26581: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 26582: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=53164 (1 obs) right son=53165 (1 obs)
Primary splits:
c1 < 4289.764 to the right, improve=1, (0 missing)
c2 < 4254.447 to the right, improve=1, (0 missing)
c3 < 3987.908 to the right, improve=1, (0 missing)
c4 < 4626.241 to the left, improve=1, (0 missing)
c5 < 4108.557 to the right, improve=1, (0 missing)
Node number 26583: 17 observations
predicted class=open expected loss=0 P(node) =0.001624462
class counts: 0 17
probabilities: 0.000 1.000
Node number 26616: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 26617: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 26618: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 26619: 40 observations, complexity param=0.0002127207
predicted class=open expected loss=0.075 P(node) =0.003822265
class counts: 3 37
probabilities: 0.075 0.925
left son=53238 (4 obs) right son=53239 (36 obs)
Primary splits:
c4 < 4614.458 to the left, improve=1.6055560, (0 missing)
c15 < 4588.212 to the left, improve=1.6055560, (0 missing)
c12 < 4204.236 to the left, improve=0.7605263, (0 missing)
c16 < 4337.353 to the left, improve=0.7605263, (0 missing)
c9 < 4204.658 to the right, improve=0.7534632, (0 missing)
Node number 27776: 47 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.106383 P(node) =0.004491161
class counts: 42 5
probabilities: 0.894 0.106
left son=55552 (44 obs) right son=55553 (3 obs)
Primary splits:
c12 < 4286.634 to the left, improve=2.0119280, (0 missing)
c5 < 4134.943 to the left, improve=1.6318220, (0 missing)
c16 < 4362.852 to the left, improve=1.6318220, (0 missing)
c15 < 4578.785 to the right, improve=0.9647416, (0 missing)
c13 < 4259.69 to the left, improve=0.8592471, (0 missing)
Node number 27777: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=55554 (1 obs) right son=55555 (2 obs)
Primary splits:
c1 < 4289.851 to the right, improve=1.333333, (0 missing)
c2 < 4261.074 to the left, improve=1.333333, (0 missing)
c3 < 4025.747 to the right, improve=1.333333, (0 missing)
c4 < 4623.121 to the right, improve=1.333333, (0 missing)
c5 < 4129.163 to the right, improve=1.333333, (0 missing)
Node number 27780: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 27781: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 27782: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 27783: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 27900: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 27901: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 28024: 6 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1666667 P(node) =0.0005733397
class counts: 5 1
probabilities: 0.833 0.167
left son=56048 (5 obs) right son=56049 (1 obs)
Primary splits:
c5 < 4092.757 to the right, improve=1.6666670, (0 missing)
c10 < 4611.644 to the left, improve=1.6666670, (0 missing)
c12 < 4255.227 to the left, improve=1.6666670, (0 missing)
c16 < 4326.826 to the left, improve=1.6666670, (0 missing)
c3 < 3957.791 to the right, improve=0.6666667, (0 missing)
Node number 28025: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 28030: 11 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2727273 P(node) =0.001051123
class counts: 3 8
probabilities: 0.273 0.727
left son=56060 (5 obs) right son=56061 (6 obs)
Primary splits:
c2 < 4246.808 to the left, improve=1.963636, (0 missing)
c3 < 3978.181 to the left, improve=1.963636, (0 missing)
c4 < 4616.728 to the left, improve=1.363636, (0 missing)
c11 < 4193.484 to the left, improve=1.363636, (0 missing)
c16 < 4330.613 to the right, improve=1.363636, (0 missing)
Surrogate splits:
c3 < 3981.384 to the left, agree=0.727, adj=0.4, (0 split)
c4 < 4603.557 to the left, agree=0.727, adj=0.4, (0 split)
c5 < 4114.52 to the left, agree=0.727, adj=0.4, (0 split)
c6 < 4324.346 to the right, agree=0.727, adj=0.4, (0 split)
c7 < 4209.655 to the left, agree=0.727, adj=0.4, (0 split)
Node number 28031: 36 observations
predicted class=open expected loss=0 P(node) =0.003440038
class counts: 0 36
probabilities: 0.000 1.000
Node number 28140: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 28141: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 28142: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=56284 (1 obs) right son=56285 (3 obs)
Primary splits:
c1 < 4287.056 to the right, improve=1.5, (0 missing)
c5 < 4109.251 to the left, improve=1.5, (0 missing)
c7 < 4234.994 to the right, improve=1.5, (0 missing)
c9 < 4200.661 to the right, improve=1.5, (0 missing)
c10 < 4617.595 to the left, improve=1.5, (0 missing)
Node number 28143: 21 observations
predicted class=open expected loss=0 P(node) =0.002006689
class counts: 0 21
probabilities: 0.000 1.000
Node number 28992: 18 observations
predicted class=closed expected loss=0 P(node) =0.001720019
class counts: 18 0
probabilities: 1.000 0.000
Node number 28993: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 29056: 161 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.1614907 P(node) =0.01538462
class counts: 135 26
probabilities: 0.839 0.161
left son=58112 (29 obs) right son=58113 (132 obs)
Primary splits:
c3 < 3962.883 to the left, improve=1.844909, (0 missing)
c9 < 4189.421 to the left, improve=1.738403, (0 missing)
c5 < 4090.721 to the left, improve=1.692037, (0 missing)
c6 < 4307.177 to the right, improve=1.414984, (0 missing)
c10 < 4612.92 to the right, improve=1.187750, (0 missing)
Surrogate splits:
c15 < 4638.283 to the right, agree=0.839, adj=0.103, (0 split)
c4 < 4615.309 to the right, agree=0.832, adj=0.069, (0 split)
c7 < 4250.668 to the right, agree=0.832, adj=0.069, (0 split)
c8 < 4084.333 to the right, agree=0.832, adj=0.069, (0 split)
c11 < 4225.863 to the right, agree=0.832, adj=0.069, (0 split)
Node number 29057: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 29058: 62 observations, complexity param=0.0009572431
predicted class=closed expected loss=0.3225806 P(node) =0.00592451
class counts: 42 20
probabilities: 0.677 0.323
left son=58116 (45 obs) right son=58117 (17 obs)
Primary splits:
c8 < 4072.676 to the left, improve=6.882395, (0 missing)
c6 < 4329.622 to the right, improve=3.672436, (0 missing)
c1 < 4290.207 to the left, improve=2.274253, (0 missing)
c12 < 4223.992 to the right, improve=2.003964, (0 missing)
c11 < 4154.377 to the right, improve=1.896774, (0 missing)
Surrogate splits:
c4 < 4613.642 to the left, agree=0.790, adj=0.235, (0 split)
c3 < 3991.767 to the right, agree=0.774, adj=0.176, (0 split)
c16 < 4335.532 to the right, agree=0.758, adj=0.118, (0 split)
c10 < 4627.374 to the left, agree=0.742, adj=0.059, (0 split)
c12 < 4263.869 to the left, agree=0.742, adj=0.059, (0 split)
Node number 29059: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 29060: 35 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1714286 P(node) =0.003344482
class counts: 29 6
probabilities: 0.829 0.171
left son=58120 (33 obs) right son=58121 (2 obs)
Primary splits:
c2 < 4253.342 to the right, improve=2.912554, (0 missing)
c12 < 4197.847 to the right, improve=2.912554, (0 missing)
c16 < 4338.051 to the right, improve=2.142857, (0 missing)
c8 < 4064.207 to the left, improve=1.732331, (0 missing)
c11 < 4201.156 to the left, improve=1.563547, (0 missing)
Node number 29061: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 29062: 36 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3333333 P(node) =0.003440038
class counts: 24 12
probabilities: 0.667 0.333
left son=58124 (23 obs) right son=58125 (13 obs)
Primary splits:
c13 < 4267.457 to the right, improve=3.237458, (0 missing)
c5 < 4098.263 to the left, improve=1.931034, (0 missing)
c2 < 4273.935 to the left, improve=1.882353, (0 missing)
c3 < 3997.087 to the left, improve=1.882353, (0 missing)
c15 < 4607.905 to the left, improve=1.882353, (0 missing)
Surrogate splits:
c11 < 4189.258 to the right, agree=0.806, adj=0.462, (0 split)
c16 < 4347.116 to the right, agree=0.806, adj=0.462, (0 split)
c12 < 4250.265 to the left, agree=0.778, adj=0.385, (0 split)
c15 < 4585.535 to the right, agree=0.750, adj=0.308, (0 split)
c9 < 4186.969 to the right, agree=0.722, adj=0.231, (0 split)
Node number 29063: 111 observations, complexity param=0.001382685
predicted class=open expected loss=0.3783784 P(node) =0.01060678
class counts: 42 69
probabilities: 0.378 0.622
left son=58126 (70 obs) right son=58127 (41 obs)
Primary splits:
c11 < 4201.906 to the left, improve=4.366739, (0 missing)
c9 < 4191.305 to the left, improve=3.919314, (0 missing)
c1 < 4288.314 to the right, improve=3.683822, (0 missing)
c15 < 4623.622 to the right, improve=3.206870, (0 missing)
c10 < 4599.262 to the left, improve=3.124713, (0 missing)
Surrogate splits:
c15 < 4595.871 to the left, agree=0.721, adj=0.244, (0 split)
c13 < 4285.082 to the left, agree=0.712, adj=0.220, (0 split)
c7 < 4233.419 to the left, agree=0.676, adj=0.122, (0 split)
c6 < 4344.485 to the left, agree=0.667, adj=0.098, (0 split)
c9 < 4215.712 to the left, agree=0.667, adj=0.098, (0 split)
Node number 29064: 11 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.09090909 P(node) =0.001051123
class counts: 10 1
probabilities: 0.909 0.091
left son=58128 (10 obs) right son=58129 (1 obs)
Primary splits:
c2 < 4241.04 to the right, improve=1.8181820, (0 missing)
c10 < 4619.104 to the left, improve=1.8181820, (0 missing)
c1 < 4282.267 to the right, improve=0.8181818, (0 missing)
c4 < 4596.611 to the right, improve=0.8181818, (0 missing)
c13 < 4260.906 to the right, improve=0.8181818, (0 missing)
Node number 29065: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=58130 (1 obs) right son=58131 (3 obs)
Primary splits:
c3 < 4016.435 to the right, improve=1.5, (0 missing)
c4 < 4611.956 to the right, improve=1.5, (0 missing)
c6 < 4342.935 to the right, improve=1.5, (0 missing)
c7 < 4220.862 to the right, improve=1.5, (0 missing)
c8 < 4058.079 to the right, improve=1.5, (0 missing)
Node number 29070: 5 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4 P(node) =0.0004777831
class counts: 3 2
probabilities: 0.600 0.400
left son=58140 (3 obs) right son=58141 (2 obs)
Primary splits:
c1 < 4303.515 to the left, improve=2.400000, (0 missing)
c6 < 4343.868 to the left, improve=2.400000, (0 missing)
c7 < 4240.453 to the left, improve=2.400000, (0 missing)
c3 < 4013.705 to the left, improve=1.066667, (0 missing)
c4 < 4613.708 to the left, improve=1.066667, (0 missing)
Surrogate splits:
c6 < 4343.868 to the left, agree=1.0, adj=1.0, (0 split)
c7 < 4240.453 to the left, agree=1.0, adj=1.0, (0 split)
c3 < 4013.705 to the left, agree=0.8, adj=0.5, (0 split)
c4 < 4613.708 to the left, agree=0.8, adj=0.5, (0 split)
c8 < 4085.809 to the right, agree=0.8, adj=0.5, (0 split)
Node number 29071: 34 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08823529 P(node) =0.003248925
class counts: 3 31
probabilities: 0.088 0.912
left son=58142 (3 obs) right son=58143 (31 obs)
Primary splits:
c7 < 4229.937 to the right, improve=2.2017710, (0 missing)
c5 < 4111.287 to the right, improve=1.7130120, (0 missing)
c6 < 4333.483 to the right, improve=1.1069520, (0 missing)
c3 < 4020.489 to the right, improve=0.7205882, (0 missing)
c10 < 4596.217 to the left, improve=0.7205882, (0 missing)
Node number 29072: 28 observations
predicted class=closed expected loss=0 P(node) =0.002675585
class counts: 28 0
probabilities: 1.000 0.000
Node number 29073: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=58146 (1 obs) right son=58147 (2 obs)
Primary splits:
c4 < 4614.509 to the right, improve=1.333333, (0 missing)
c5 < 4120.42 to the left, improve=1.333333, (0 missing)
c6 < 4346.838 to the right, improve=1.333333, (0 missing)
c7 < 4217.968 to the left, improve=1.333333, (0 missing)
c8 < 4063.28 to the right, improve=1.333333, (0 missing)
Node number 29074: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 29075: 109 observations, complexity param=0.001010423
predicted class=open expected loss=0.4954128 P(node) =0.01041567
class counts: 54 55
probabilities: 0.495 0.505
left son=58150 (101 obs) right son=58151 (8 obs)
Primary splits:
c2 < 4274.297 to the left, improve=4.237987, (0 missing)
c9 < 4199.969 to the right, improve=3.911562, (0 missing)
c16 < 4342.52 to the right, improve=3.444547, (0 missing)
c10 < 4617.612 to the right, improve=3.342815, (0 missing)
c1 < 4301.977 to the right, improve=3.079605, (0 missing)
Node number 29076: 13 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2307692 P(node) =0.001242236
class counts: 10 3
probabilities: 0.769 0.231
left son=58152 (11 obs) right son=58153 (2 obs)
Primary splits:
c8 < 4057.834 to the right, improve=2.797203, (0 missing)
c16 < 4343.632 to the right, improve=2.215385, (0 missing)
c7 < 4217.161 to the right, improve=1.482051, (0 missing)
c13 < 4260.233 to the right, improve=1.482051, (0 missing)
c1 < 4283.327 to the left, improve=1.282051, (0 missing)
Node number 29077: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=58154 (1 obs) right son=58155 (5 obs)
Primary splits:
c2 < 4234.728 to the left, improve=1.666667, (0 missing)
c3 < 3981.783 to the left, improve=1.666667, (0 missing)
c5 < 4115.138 to the right, improve=1.666667, (0 missing)
c6 < 4341.662 to the right, improve=1.666667, (0 missing)
c8 < 4063.994 to the right, improve=1.666667, (0 missing)
Node number 29078: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 29079: 51 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1568627 P(node) =0.004873387
class counts: 8 43
probabilities: 0.157 0.843
left son=58158 (3 obs) right son=58159 (48 obs)
Primary splits:
c7 < 4234.738 to the right, improve=1.656863, (0 missing)
c6 < 4320.621 to the left, improve=1.450196, (0 missing)
c10 < 4627.606 to the right, improve=1.450196, (0 missing)
c15 < 4619.044 to the right, improve=1.450196, (0 missing)
c16 < 4362.361 to the right, improve=1.450196, (0 missing)
Node number 29080: 31 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1935484 P(node) =0.002962255
class counts: 25 6
probabilities: 0.806 0.194
left son=58160 (28 obs) right son=58161 (3 obs)
Primary splits:
c8 < 4066.728 to the right, improve=1.4869430, (0 missing)
c6 < 4330.889 to the right, improve=0.9865103, (0 missing)
c5 < 4126.873 to the right, improve=0.9501466, (0 missing)
c13 < 4276.661 to the right, improve=0.8078541, (0 missing)
c7 < 4237.05 to the right, improve=0.7614530, (0 missing)
Node number 29081: 10 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3 P(node) =0.0009555662
class counts: 3 7
probabilities: 0.300 0.700
left son=58162 (4 obs) right son=58163 (6 obs)
Primary splits:
c9 < 4209.834 to the right, improve=2.70, (0 missing)
c8 < 4083.213 to the right, improve=2.45, (0 missing)
c16 < 4356.428 to the right, improve=2.45, (0 missing)
c12 < 4229.715 to the right, improve=1.80, (0 missing)
c13 < 4273.828 to the right, improve=1.80, (0 missing)
Surrogate splits:
c3 < 4005.483 to the right, agree=0.8, adj=0.5, (0 split)
c4 < 4614.944 to the right, agree=0.8, adj=0.5, (0 split)
c7 < 4238.138 to the right, agree=0.8, adj=0.5, (0 split)
c8 < 4076.471 to the right, agree=0.8, adj=0.5, (0 split)
c16 < 4356.428 to the right, agree=0.8, adj=0.5, (0 split)
Node number 29082: 23 observations, complexity param=0.0005318017
predicted class=open expected loss=0.4782609 P(node) =0.002197802
class counts: 11 12
probabilities: 0.478 0.522
left son=58164 (15 obs) right son=58165 (8 obs)
Primary splits:
c12 < 4224.64 to the right, improve=3.061594, (0 missing)
c6 < 4323.199 to the right, improve=2.922705, (0 missing)
c16 < 4347.28 to the left, improve=2.636156, (0 missing)
c15 < 4610.591 to the left, improve=2.263975, (0 missing)
c2 < 4259.95 to the right, improve=1.938578, (0 missing)
Surrogate splits:
c4 < 4607.41 to the right, agree=0.739, adj=0.25, (0 split)
c5 < 4124.645 to the left, agree=0.739, adj=0.25, (0 split)
c6 < 4341.059 to the left, agree=0.739, adj=0.25, (0 split)
c7 < 4234.791 to the right, agree=0.739, adj=0.25, (0 split)
c13 < 4292.337 to the left, agree=0.739, adj=0.25, (0 split)
Node number 29083: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 29084: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 29085: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=58170 (1 obs) right son=58171 (2 obs)
Primary splits:
c1 < 4291.699 to the right, improve=1.333333, (0 missing)
c5 < 4114.843 to the left, improve=1.333333, (0 missing)
c7 < 4210.082 to the right, improve=1.333333, (0 missing)
c8 < 4072.512 to the left, improve=1.333333, (0 missing)
c9 < 4187.434 to the left, improve=1.333333, (0 missing)
Node number 29086: 77 observations, complexity param=0.0008508828
predicted class=open expected loss=0.3766234 P(node) =0.00735786
class counts: 29 48
probabilities: 0.377 0.623
left son=58172 (28 obs) right son=58173 (49 obs)
Primary splits:
c3 < 4000.199 to the left, improve=6.237477, (0 missing)
c11 < 4153.831 to the right, improve=4.854257, (0 missing)
c10 < 4612.737 to the right, improve=3.279256, (0 missing)
c2 < 4232.955 to the left, improve=3.279132, (0 missing)
c9 < 4203.147 to the right, improve=3.155844, (0 missing)
Surrogate splits:
c9 < 4201.456 to the right, agree=0.753, adj=0.321, (0 split)
c1 < 4267.983 to the left, agree=0.688, adj=0.143, (0 split)
c2 < 4232.955 to the left, agree=0.688, adj=0.143, (0 split)
c6 < 4318.311 to the left, agree=0.688, adj=0.143, (0 split)
c10 < 4620.32 to the right, agree=0.688, adj=0.143, (0 split)
Node number 29087: 172 observations, complexity param=0.0006381621
predicted class=open expected loss=0.1918605 P(node) =0.01643574
class counts: 33 139
probabilities: 0.192 0.808
left son=58174 (3 obs) right son=58175 (169 obs)
Primary splits:
c1 < 4309.866 to the right, improve=3.988097, (0 missing)
c16 < 4332.559 to the left, improve=2.643092, (0 missing)
c12 < 4251.633 to the left, improve=1.761050, (0 missing)
c9 < 4184.876 to the right, improve=1.727853, (0 missing)
c15 < 4593.538 to the left, improve=1.541971, (0 missing)
Node number 29088: 36 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.02777778 P(node) =0.003440038
class counts: 35 1
probabilities: 0.972 0.028
left son=58176 (34 obs) right son=58177 (2 obs)
Primary splits:
c4 < 4622.878 to the left, improve=0.9444444, (0 missing)
c16 < 4360.601 to the left, improve=0.6111111, (0 missing)
c10 < 4604.601 to the right, improve=0.3444444, (0 missing)
c13 < 4287.519 to the left, improve=0.3444444, (0 missing)
c8 < 4087.023 to the right, improve=0.2301587, (0 missing)
Node number 29089: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 29090: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 29091: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 29092: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.125 P(node) =0.0007644529
class counts: 7 1
probabilities: 0.875 0.125
left son=58184 (7 obs) right son=58185 (1 obs)
Primary splits:
c3 < 4016.402 to the left, improve=1.7500000, (0 missing)
c13 < 4262.063 to the right, improve=1.7500000, (0 missing)
c7 < 4229.222 to the right, improve=0.7500000, (0 missing)
c1 < 4288.537 to the right, improve=0.4166667, (0 missing)
c4 < 4621.06 to the left, improve=0.4166667, (0 missing)
Node number 29093: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 29094: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 29095: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 29100: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 29101: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 29104: 98 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3061224 P(node) =0.009364548
class counts: 68 30
probabilities: 0.694 0.306
left son=58208 (95 obs) right son=58209 (3 obs)
Primary splits:
c3 < 3959.241 to the right, improve=2.980021, (0 missing)
c4 < 4622.863 to the left, improve=2.980021, (0 missing)
c10 < 4590.282 to the right, improve=2.980021, (0 missing)
c2 < 4264.766 to the right, improve=2.634491, (0 missing)
c5 < 4121.634 to the right, improve=2.077677, (0 missing)
Node number 29105: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=58210 (1 obs) right son=58211 (5 obs)
Primary splits:
c1 < 4305.349 to the right, improve=1.666667, (0 missing)
c4 < 4616.565 to the left, improve=1.666667, (0 missing)
c6 < 4332.212 to the left, improve=1.666667, (0 missing)
c7 < 4239.013 to the right, improve=1.666667, (0 missing)
c9 < 4193.925 to the left, improve=1.666667, (0 missing)
Node number 29106: 106 observations, complexity param=0.001542225
predicted class=closed expected loss=0.4716981 P(node) =0.010129
class counts: 56 50
probabilities: 0.528 0.472
left son=58212 (99 obs) right son=58213 (7 obs)
Primary splits:
c6 < 4326.232 to the right, improve=4.183724, (0 missing)
c5 < 4102.746 to the right, improve=4.051022, (0 missing)
c2 < 4256.077 to the left, improve=3.740445, (0 missing)
c15 < 4595.247 to the left, improve=3.319282, (0 missing)
c3 < 3994.485 to the right, improve=2.946480, (0 missing)
Node number 29107: 38 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2105263 P(node) =0.003631151
class counts: 8 30
probabilities: 0.211 0.789
left son=58214 (4 obs) right son=58215 (34 obs)
Primary splits:
c9 < 4186.779 to the left, improve=2.602167, (0 missing)
c11 < 4196.542 to the left, improve=2.107769, (0 missing)
c6 < 4332.537 to the right, improve=1.964912, (0 missing)
c12 < 4239.765 to the left, improve=1.415893, (0 missing)
c1 < 4290.202 to the left, improve=1.280228, (0 missing)
Surrogate splits:
c7 < 4211.063 to the left, agree=0.947, adj=0.50, (0 split)
c15 < 4584.404 to the left, agree=0.921, adj=0.25, (0 split)
c16 < 4340.706 to the left, agree=0.921, adj=0.25, (0 split)
Node number 29108: 11 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1818182 P(node) =0.001051123
class counts: 9 2
probabilities: 0.818 0.182
left son=58216 (9 obs) right son=58217 (2 obs)
Primary splits:
c7 < 4230.302 to the right, improve=3.272727, (0 missing)
c6 < 4339.373 to the right, improve=1.939394, (0 missing)
c13 < 4286.683 to the left, improve=1.939394, (0 missing)
c2 < 4280.654 to the left, improve=1.472727, (0 missing)
c8 < 4078.54 to the left, improve=1.472727, (0 missing)
Surrogate splits:
c6 < 4339.373 to the right, agree=0.909, adj=0.5, (0 split)
c13 < 4286.683 to the left, agree=0.909, adj=0.5, (0 split)
Node number 29109: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1 P(node) =0.0009555662
class counts: 1 9
probabilities: 0.100 0.900
left son=58218 (1 obs) right son=58219 (9 obs)
Primary splits:
c3 < 4009.736 to the left, improve=1.8, (0 missing)
c4 < 4622.704 to the right, improve=1.8, (0 missing)
c8 < 4055.549 to the left, improve=1.8, (0 missing)
c10 < 4608.918 to the left, improve=1.8, (0 missing)
c12 < 4282.534 to the right, improve=1.8, (0 missing)
Node number 29110: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 29111: 84 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1071429 P(node) =0.008026756
class counts: 9 75
probabilities: 0.107 0.893
left son=58222 (20 obs) right son=58223 (64 obs)
Primary splits:
c5 < 4110.098 to the left, improve=1.952679, (0 missing)
c2 < 4235.834 to the left, improve=1.613597, (0 missing)
c6 < 4363.639 to the right, improve=1.613597, (0 missing)
c11 < 4171.63 to the left, improve=1.613597, (0 missing)
c16 < 4363.117 to the right, improve=1.296429, (0 missing)
Surrogate splits:
c1 < 4291.104 to the left, agree=0.798, adj=0.15, (0 split)
c3 < 3979.956 to the left, agree=0.786, adj=0.10, (0 split)
c12 < 4197.941 to the left, agree=0.786, adj=0.10, (0 split)
c13 < 4297.394 to the right, agree=0.786, adj=0.10, (0 split)
c6 < 4320.169 to the left, agree=0.774, adj=0.05, (0 split)
Node number 29112: 65 observations, complexity param=0.0009217897
predicted class=closed expected loss=0.4 P(node) =0.00621118
class counts: 39 26
probabilities: 0.600 0.400
left son=58224 (58 obs) right son=58225 (7 obs)
Primary splits:
c8 < 4056.748 to the right, improve=3.278818, (0 missing)
c7 < 4232.64 to the left, improve=3.100621, (0 missing)
c2 < 4258.649 to the left, improve=2.879634, (0 missing)
c11 < 4177.107 to the right, improve=2.776923, (0 missing)
c4 < 4616.727 to the left, improve=2.710638, (0 missing)
Surrogate splits:
c11 < 4163.232 to the right, agree=0.908, adj=0.143, (0 split)
c13 < 4252.564 to the right, agree=0.908, adj=0.143, (0 split)
Node number 29113: 11 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09090909 P(node) =0.001051123
class counts: 1 10
probabilities: 0.091 0.909
left son=58226 (1 obs) right son=58227 (10 obs)
Primary splits:
c5 < 4084.664 to the left, improve=1.8181820, (0 missing)
c8 < 4057.521 to the left, improve=1.8181820, (0 missing)
c11 < 4176.425 to the left, improve=0.8181818, (0 missing)
c16 < 4333.074 to the left, improve=0.8181818, (0 missing)
c13 < 4260.426 to the left, improve=0.4848485, (0 missing)
Node number 29114: 86 observations, complexity param=0.0007445224
predicted class=open expected loss=0.3488372 P(node) =0.008217869
class counts: 30 56
probabilities: 0.349 0.651
left son=58228 (23 obs) right son=58229 (63 obs)
Primary splits:
c1 < 4285.302 to the right, improve=5.777842, (0 missing)
c4 < 4620.82 to the left, improve=4.306482, (0 missing)
c2 < 4256.098 to the right, improve=4.093226, (0 missing)
c13 < 4270.566 to the right, improve=3.667053, (0 missing)
c7 < 4240.43 to the right, improve=2.636033, (0 missing)
Surrogate splits:
c16 < 4351.509 to the right, agree=0.779, adj=0.174, (0 split)
c7 < 4234.577 to the right, agree=0.767, adj=0.130, (0 split)
c12 < 4209.688 to the left, agree=0.767, adj=0.130, (0 split)
c15 < 4608.128 to the right, agree=0.767, adj=0.130, (0 split)
c9 < 4217.438 to the right, agree=0.756, adj=0.087, (0 split)
Node number 29115: 42 observations, complexity param=0.0002127207
predicted class=open expected loss=0.07142857 P(node) =0.004013378
class counts: 3 39
probabilities: 0.071 0.929
left son=58230 (1 obs) right son=58231 (41 obs)
Primary splits:
c4 < 4623.232 to the right, improve=1.7665510, (0 missing)
c5 < 4137.784 to the right, improve=1.7665510, (0 missing)
c16 < 4332.956 to the left, improve=0.7714286, (0 missing)
c9 < 4194.991 to the right, improve=0.6302521, (0 missing)
c12 < 4242.205 to the right, improve=0.5209235, (0 missing)
Node number 29116: 11 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1818182 P(node) =0.001051123
class counts: 9 2
probabilities: 0.818 0.182
left son=58232 (9 obs) right son=58233 (2 obs)
Primary splits:
c4 < 4617.287 to the right, improve=3.2727270, (0 missing)
c15 < 4606.35 to the left, improve=3.2727270, (0 missing)
c12 < 4246.726 to the left, improve=1.4727270, (0 missing)
c1 < 4282.005 to the left, improve=0.8727273, (0 missing)
c3 < 3989.84 to the left, improve=0.8727273, (0 missing)
Surrogate splits:
c15 < 4606.35 to the left, agree=1, adj=1, (0 split)
Node number 29117: 15 observations, complexity param=0.0006381621
predicted class=open expected loss=0.2666667 P(node) =0.001433349
class counts: 4 11
probabilities: 0.267 0.733
left son=58234 (3 obs) right son=58235 (12 obs)
Primary splits:
c4 < 4616.944 to the left, improve=4.033333, (0 missing)
c1 < 4284.253 to the right, improve=2.548485, (0 missing)
c5 < 4123.546 to the right, improve=2.482051, (0 missing)
c7 < 4250.631 to the right, improve=1.666667, (0 missing)
c3 < 4014.398 to the right, improve=1.152381, (0 missing)
Node number 29118: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=58236 (4 obs) right son=58237 (1 obs)
Primary splits:
c2 < 4259.092 to the left, improve=1.6, (0 missing)
c3 < 4006.338 to the left, improve=1.6, (0 missing)
c5 < 4109.665 to the left, improve=1.6, (0 missing)
c6 < 4332.235 to the right, improve=1.6, (0 missing)
c9 < 4203.11 to the left, improve=1.6, (0 missing)
Node number 29119: 287 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1463415 P(node) =0.02742475
class counts: 42 245
probabilities: 0.146 0.854
left son=58238 (27 obs) right son=58239 (260 obs)
Primary splits:
c10 < 4630.904 to the right, improve=2.991648, (0 missing)
c3 < 4019.952 to the right, improve=2.593031, (0 missing)
c16 < 4352.57 to the right, improve=2.324550, (0 missing)
c15 < 4589.475 to the left, improve=2.310946, (0 missing)
c7 < 4208.928 to the left, improve=2.094551, (0 missing)
Surrogate splits:
c13 < 4293.478 to the right, agree=0.916, adj=0.111, (0 split)
c8 < 4085.641 to the right, agree=0.909, adj=0.037, (0 split)
c9 < 4223.264 to the right, agree=0.909, adj=0.037, (0 split)
Node number 29148: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 29149: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 29150: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 29151: 30 observations
predicted class=open expected loss=0 P(node) =0.002866699
class counts: 0 30
probabilities: 0.000 1.000
Node number 29164: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 29165: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 29180: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 29181: 7 observations, complexity param=0.0001418138
predicted class=open expected loss=0.1428571 P(node) =0.0006688963
class counts: 1 6
probabilities: 0.143 0.857
left son=58362 (1 obs) right son=58363 (6 obs)
Primary splits:
c8 < 4089.966 to the right, improve=1.7142860, (0 missing)
c12 < 4206.403 to the left, improve=1.7142860, (0 missing)
c7 < 4212.465 to the left, improve=0.7142857, (0 missing)
c9 < 4182.553 to the left, improve=0.7142857, (0 missing)
c15 < 4595.265 to the left, improve=0.7142857, (0 missing)
Node number 29182: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=58364 (1 obs) right son=58365 (2 obs)
Primary splits:
c2 < 4265.188 to the left, improve=1.333333, (0 missing)
c3 < 4026.14 to the left, improve=1.333333, (0 missing)
c4 < 4621.38 to the right, improve=1.333333, (0 missing)
c6 < 4343.768 to the right, improve=1.333333, (0 missing)
c9 < 4192.332 to the left, improve=1.333333, (0 missing)
Node number 29183: 145 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02068966 P(node) =0.01385571
class counts: 3 142
probabilities: 0.021 0.979
left son=58366 (51 obs) right son=58367 (94 obs)
Primary splits:
c12 < 4236.603 to the right, improve=0.2288032, (0 missing)
c2 < 4241.136 to the left, improve=0.2195474, (0 missing)
c1 < 4283.856 to the left, improve=0.1891075, (0 missing)
c5 < 4135.703 to the right, improve=0.1891075, (0 missing)
c4 < 4621.119 to the right, improve=0.1599200, (0 missing)
Surrogate splits:
c8 < 4088.467 to the right, agree=0.676, adj=0.078, (0 split)
c6 < 4325.846 to the left, agree=0.669, adj=0.059, (0 split)
c13 < 4286.855 to the right, agree=0.669, adj=0.059, (0 split)
c1 < 4307.43 to the right, agree=0.662, adj=0.039, (0 split)
c3 < 4023.385 to the left, agree=0.662, adj=0.039, (0 split)
Node number 30716: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 30717: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 30718: 159 observations, complexity param=0.000319081
predicted class=open expected loss=0.1069182 P(node) =0.0151935
class counts: 17 142
probabilities: 0.107 0.893
left son=61436 (48 obs) right son=61437 (111 obs)
Primary splits:
c8 < 4062.757 to the left, improve=2.055095, (0 missing)
c11 < 4171.677 to the left, improve=1.926871, (0 missing)
c13 < 4248.786 to the left, improve=1.926871, (0 missing)
c16 < 4324.37 to the left, improve=1.605286, (0 missing)
c12 < 4230.309 to the left, improve=1.535245, (0 missing)
Surrogate splits:
c5 < 4094.61 to the left, agree=0.723, adj=0.083, (0 split)
c15 < 4564.75 to the left, agree=0.717, adj=0.062, (0 split)
c1 < 4256.724 to the left, agree=0.704, adj=0.021, (0 split)
c7 < 4196.245 to the left, agree=0.704, adj=0.021, (0 split)
c9 < 4174.814 to the left, agree=0.704, adj=0.021, (0 split)
Node number 30719: 214 observations, complexity param=0.0001063603
predicted class=open expected loss=0.004672897 P(node) =0.02044912
class counts: 1 213
probabilities: 0.005 0.995
left son=61438 (15 obs) right son=61439 (199 obs)
Primary splits:
c9 < 4174.174 to the left, improve=0.12398750, (0 missing)
c12 < 4203.651 to the left, improve=0.11565420, (0 missing)
c11 < 4164.87 to the left, improve=0.08156330, (0 missing)
c16 < 4292.966 to the left, improve=0.07761073, (0 missing)
c15 < 4552.639 to the left, improve=0.06208278, (0 missing)
Node number 31778: 14 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.001337793
class counts: 12 2
probabilities: 0.857 0.143
left son=63556 (13 obs) right son=63557 (1 obs)
Primary splits:
c5 < 4141.421 to the left, improve=1.5824180, (0 missing)
c7 < 4225.461 to the right, improve=1.0285710, (0 missing)
c8 < 4092.56 to the right, improve=1.0285710, (0 missing)
c9 < 4198.708 to the right, improve=0.7619048, (0 missing)
c12 < 4225.719 to the right, improve=0.7619048, (0 missing)
Node number 31779: 9 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3333333 P(node) =0.0008600096
class counts: 3 6
probabilities: 0.333 0.667
left son=63558 (3 obs) right son=63559 (6 obs)
Primary splits:
c11 < 4185.347 to the left, improve=4.000000, (0 missing)
c15 < 4566.399 to the left, improve=4.000000, (0 missing)
c16 < 4340.23 to the left, improve=4.000000, (0 missing)
c8 < 4102.057 to the right, improve=2.285714, (0 missing)
c6 < 4342.027 to the left, improve=1.600000, (0 missing)
Surrogate splits:
c15 < 4566.399 to the left, agree=1.000, adj=1.000, (0 split)
c16 < 4340.23 to the left, agree=1.000, adj=1.000, (0 split)
c8 < 4102.057 to the right, agree=0.889, adj=0.667, (0 split)
c5 < 4126.483 to the right, agree=0.778, adj=0.333, (0 split)
c6 < 4342.027 to the left, agree=0.778, adj=0.333, (0 split)
Node number 31792: 9 observations
predicted class=closed expected loss=0 P(node) =0.0008600096
class counts: 9 0
probabilities: 1.000 0.000
Node number 31793: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 31844: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 31845: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 31854: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=63708 (1 obs) right son=63709 (2 obs)
Primary splits:
c1 < 4292.715 to the right, improve=1.333333, (0 missing)
c2 < 4260.618 to the right, improve=1.333333, (0 missing)
c3 < 3977.964 to the right, improve=1.333333, (0 missing)
c4 < 4630.194 to the right, improve=1.333333, (0 missing)
c5 < 4116.942 to the right, improve=1.333333, (0 missing)
Node number 31855: 17 observations
predicted class=open expected loss=0 P(node) =0.001624462
class counts: 0 17
probabilities: 0.000 1.000
Node number 31856: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 31857: 15 observations, complexity param=0.0002836276
predicted class=open expected loss=0.4666667 P(node) =0.001433349
class counts: 7 8
probabilities: 0.467 0.533
left son=63714 (10 obs) right son=63715 (5 obs)
Primary splits:
c12 < 4226.77 to the right, improve=3.266667, (0 missing)
c4 < 4631.244 to the right, improve=2.133333, (0 missing)
c13 < 4290.518 to the right, improve=2.133333, (0 missing)
c9 < 4193.059 to the right, improve=1.633333, (0 missing)
c7 < 4233.027 to the right, improve=1.609524, (0 missing)
Surrogate splits:
c1 < 4301.959 to the left, agree=0.800, adj=0.4, (0 split)
c9 < 4190.692 to the right, agree=0.800, adj=0.4, (0 split)
c10 < 4605.717 to the right, agree=0.800, adj=0.4, (0 split)
c15 < 4610.797 to the left, agree=0.800, adj=0.4, (0 split)
c2 < 4263.277 to the right, agree=0.733, adj=0.2, (0 split)
Node number 31868: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 31869: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 31980: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 31981: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 32120: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 32121: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 32250: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 32251: 64 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09375 P(node) =0.006115624
class counts: 6 58
probabilities: 0.094 0.906
left son=64502 (1 obs) right son=64503 (63 obs)
Primary splits:
c12 < 4291.286 to the right, improve=1.6686510, (0 missing)
c15 < 4565.942 to the left, improve=1.6686510, (0 missing)
c8 < 4087.334 to the right, improve=0.8750000, (0 missing)
c6 < 4346.741 to the right, improve=0.8507085, (0 missing)
c10 < 4604.444 to the left, improve=0.6814516, (0 missing)
Node number 32252: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 32253: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 32254: 10 observations, complexity param=0.0001063603
predicted class=open expected loss=0.1 P(node) =0.0009555662
class counts: 1 9
probabilities: 0.100 0.900
left son=64508 (1 obs) right son=64509 (9 obs)
Primary splits:
c8 < 4082.107 to the right, improve=1.8, (0 missing)
c13 < 4281.967 to the right, improve=1.8, (0 missing)
c15 < 4616.075 to the right, improve=1.8, (0 missing)
c1 < 4294.372 to the right, improve=0.8, (0 missing)
c2 < 4264.835 to the left, improve=0.8, (0 missing)
Node number 32255: 116 observations
predicted class=open expected loss=0 P(node) =0.01108457
class counts: 0 116
probabilities: 0.000 1.000
Node number 32450: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 32451: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 32478: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=64956 (1 obs) right son=64957 (1 obs)
Primary splits:
c1 < 4287.572 to the right, improve=1, (0 missing)
c2 < 4261.659 to the right, improve=1, (0 missing)
c3 < 4029.638 to the left, improve=1, (0 missing)
c4 < 4632.927 to the right, improve=1, (0 missing)
c5 < 4128.586 to the left, improve=1, (0 missing)
Node number 32479: 27 observations, complexity param=0.0001063603
predicted class=open expected loss=0.03703704 P(node) =0.002580029
class counts: 1 26
probabilities: 0.037 0.963
left son=64958 (4 obs) right son=64959 (23 obs)
Primary splits:
c8 < 4063.088 to the left, improve=0.4259259, (0 missing)
c3 < 3989.27 to the left, improve=0.3259259, (0 missing)
c11 < 4188.003 to the left, improve=0.3259259, (0 missing)
c9 < 4197.157 to the left, improve=0.2592593, (0 missing)
c5 < 4117.22 to the left, improve=0.2116402, (0 missing)
Surrogate splits:
c3 < 3985.973 to the left, agree=0.926, adj=0.50, (0 split)
c11 < 4206.529 to the right, agree=0.889, adj=0.25, (0 split)
Node number 32504: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 32505: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 32508: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 32509: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 32752: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 32753: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 32754: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 32755: 11 observations
predicted class=open expected loss=0 P(node) =0.001051123
class counts: 0 11
probabilities: 0.000 1.000
Node number 32758: 15 observations, complexity param=0.0002659009
predicted class=open expected loss=0.2666667 P(node) =0.001433349
class counts: 4 11
probabilities: 0.267 0.733
left son=65516 (7 obs) right son=65517 (8 obs)
Primary splits:
c8 < 4062.576 to the left, improve=2.438095, (0 missing)
c16 < 4344.846 to the right, improve=1.666667, (0 missing)
c1 < 4276.646 to the right, improve=1.422222, (0 missing)
c3 < 4010.141 to the left, improve=1.422222, (0 missing)
c10 < 4620.149 to the left, improve=1.422222, (0 missing)
Surrogate splits:
c1 < 4276.646 to the right, agree=0.867, adj=0.714, (0 split)
c6 < 4335.229 to the left, agree=0.800, adj=0.571, (0 split)
c10 < 4621.009 to the left, agree=0.800, adj=0.571, (0 split)
c3 < 3998.336 to the right, agree=0.733, adj=0.429, (0 split)
c2 < 4245.698 to the left, agree=0.667, adj=0.286, (0 split)
Node number 32759: 129 observations, complexity param=0.0001701766
predicted class=open expected loss=0.03875969 P(node) =0.0123268
class counts: 5 124
probabilities: 0.039 0.961
left son=65518 (2 obs) right son=65519 (127 obs)
Primary splits:
c2 < 4271.869 to the right, improve=0.8643716, (0 missing)
c10 < 4589.402 to the left, improve=0.8643716, (0 missing)
c5 < 4102.971 to the left, improve=0.5436200, (0 missing)
c3 < 3959.389 to the left, improve=0.4922182, (0 missing)
c16 < 4340.864 to the right, improve=0.4457364, (0 missing)
Node number 32762: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=65524 (1 obs) right son=65525 (1 obs)
Primary splits:
c1 < 4303.18 to the left, improve=1, (0 missing)
c2 < 4267.295 to the left, improve=1, (0 missing)
c3 < 4048.36 to the left, improve=1, (0 missing)
c4 < 4626.347 to the right, improve=1, (0 missing)
c5 < 4145.667 to the right, improve=1, (0 missing)
Node number 32763: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 32764: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 32765: 109 observations, complexity param=0.0001595405
predicted class=open expected loss=0.06422018 P(node) =0.01041567
class counts: 7 102
probabilities: 0.064 0.936
left son=65530 (16 obs) right son=65531 (93 obs)
Primary splits:
c13 < 4266.646 to the left, improve=1.2944660, (0 missing)
c6 < 4330.877 to the left, improve=0.9196877, (0 missing)
c2 < 4245.028 to the left, improve=0.7738146, (0 missing)
c11 < 4225.37 to the right, improve=0.7738146, (0 missing)
c3 < 3978.228 to the left, improve=0.7339707, (0 missing)
Surrogate splits:
c16 < 4335.698 to the left, agree=0.881, adj=0.188, (0 split)
Node number 32766: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=65532 (1 obs) right son=65533 (2 obs)
Primary splits:
c1 < 4292.359 to the left, improve=1.333333, (0 missing)
c2 < 4261.107 to the right, improve=1.333333, (0 missing)
c9 < 4195.946 to the left, improve=1.333333, (0 missing)
c10 < 4610.704 to the left, improve=1.333333, (0 missing)
c15 < 4630.735 to the left, improve=1.333333, (0 missing)
Node number 32767: 290 observations, complexity param=0.0001063603
predicted class=open expected loss=0.006896552 P(node) =0.02771142
class counts: 2 288
probabilities: 0.007 0.993
left son=65534 (31 obs) right son=65535 (259 obs)
Primary splits:
c11 < 4213.332 to the right, improve=0.23047830, (0 missing)
c13 < 4288.362 to the right, improve=0.16140040, (0 missing)
c2 < 4274.236 to the right, improve=0.12251730, (0 missing)
c16 < 4362.819 to the right, improve=0.10471310, (0 missing)
c6 < 4358.773 to the right, improve=0.09738686, (0 missing)
Surrogate splits:
c7 < 4248.279 to the right, agree=0.903, adj=0.097, (0 split)
Node number 40988: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 40989: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 45060: 18 observations
predicted class=closed expected loss=0 P(node) =0.001720019
class counts: 18 0
probabilities: 1.000 0.000
Node number 45061: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 45120: 99 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.05050505 P(node) =0.009460105
class counts: 94 5
probabilities: 0.949 0.051
left son=90240 (89 obs) right son=90241 (10 obs)
Primary splits:
c4 < 4615.622 to the left, improve=1.3848370, (0 missing)
c2 < 4266.278 to the right, improve=0.6927517, (0 missing)
c11 < 4219.849 to the left, improve=0.6269692, (0 missing)
c13 < 4303.291 to the left, improve=0.5423179, (0 missing)
c6 < 4352.913 to the left, improve=0.4971967, (0 missing)
Node number 45121: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 45122: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 45123: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 45124: 38 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.1578947 P(node) =0.003631151
class counts: 32 6
probabilities: 0.842 0.158
left son=90248 (34 obs) right son=90249 (4 obs)
Primary splits:
c3 < 3997.394 to the right, improve=3.134675, (0 missing)
c8 < 4075.699 to the left, improve=1.936681, (0 missing)
c15 < 4612.925 to the right, improve=1.705263, (0 missing)
c16 < 4365.557 to the right, improve=1.686216, (0 missing)
c12 < 4215.558 to the right, improve=1.590977, (0 missing)
Surrogate splits:
c16 < 4365.557 to the right, agree=0.921, adj=0.25, (0 split)
Node number 45125: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 45126: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 45127: 11 observations, complexity param=0.0003545345
predicted class=open expected loss=0.2727273 P(node) =0.001051123
class counts: 3 8
probabilities: 0.273 0.727
left son=90254 (2 obs) right son=90255 (9 obs)
Primary splits:
c1 < 4329.664 to the right, improve=2.585859, (0 missing)
c3 < 4004.889 to the left, improve=2.585859, (0 missing)
c11 < 4221.534 to the right, improve=2.585859, (0 missing)
c16 < 4383.748 to the right, improve=2.585859, (0 missing)
c5 < 4121.421 to the left, improve=1.363636, (0 missing)
Surrogate splits:
c2 < 4271.029 to the left, agree=0.909, adj=0.5, (0 split)
Node number 45144: 26 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.07692308 P(node) =0.002484472
class counts: 24 2
probabilities: 0.923 0.077
left son=90288 (25 obs) right son=90289 (1 obs)
Primary splits:
c6 < 4317.75 to the right, improve=1.7723080, (0 missing)
c16 < 4379.422 to the left, improve=0.8351648, (0 missing)
c11 < 4200.289 to the right, improve=0.7756410, (0 missing)
c2 < 4262.42 to the left, improve=0.5811966, (0 missing)
c7 < 4226.629 to the right, improve=0.5811966, (0 missing)
Node number 45145: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 45146: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 45147: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 45150: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=90300 (1 obs) right son=90301 (1 obs)
Primary splits:
c1 < 4322.261 to the left, improve=1, (0 missing)
c2 < 4260.997 to the left, improve=1, (0 missing)
c3 < 3993.062 to the right, improve=1, (0 missing)
c4 < 4608.923 to the left, improve=1, (0 missing)
c5 < 4110.553 to the left, improve=1, (0 missing)
Node number 45151: 15 observations
predicted class=open expected loss=0 P(node) =0.001433349
class counts: 0 15
probabilities: 0.000 1.000
Node number 45184: 38 observations
predicted class=closed expected loss=0 P(node) =0.003631151
class counts: 38 0
probabilities: 1.000 0.000
Node number 45185: 14 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2142857 P(node) =0.001337793
class counts: 11 3
probabilities: 0.786 0.214
left son=90370 (12 obs) right son=90371 (2 obs)
Primary splits:
c8 < 4077.821 to the left, improve=2.880952, (0 missing)
c9 < 4198.234 to the left, improve=2.880952, (0 missing)
c2 < 4257.028 to the left, improve=2.314286, (0 missing)
c1 < 4293.913 to the right, improve=1.562771, (0 missing)
c4 < 4609.081 to the left, improve=1.562771, (0 missing)
Surrogate splits:
c1 < 4293.913 to the right, agree=0.929, adj=0.5, (0 split)
Node number 45196: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 45197: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 45206: 7 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=90412 (5 obs) right son=90413 (2 obs)
Primary splits:
c12 < 4216.768 to the right, improve=2.857143, (0 missing)
c6 < 4342.44 to the right, improve=1.523810, (0 missing)
c8 < 4070.698 to the right, improve=1.523810, (0 missing)
c15 < 4608.511 to the left, improve=1.523810, (0 missing)
c2 < 4257.443 to the right, improve=1.190476, (0 missing)
Surrogate splits:
c6 < 4342.44 to the right, agree=0.857, adj=0.5, (0 split)
c8 < 4070.698 to the right, agree=0.857, adj=0.5, (0 split)
c15 < 4608.511 to the left, agree=0.857, adj=0.5, (0 split)
Node number 45207: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 45970: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 45971: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 46032: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 46033: 23 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.4782609 P(node) =0.002197802
class counts: 12 11
probabilities: 0.522 0.478
left son=92066 (12 obs) right son=92067 (11 obs)
Primary splits:
c3 < 4043.031 to the right, improve=2.614625, (0 missing)
c11 < 4197.837 to the left, improve=2.263975, (0 missing)
c4 < 4603.419 to the right, improve=1.811594, (0 missing)
c7 < 4213.77 to the left, improve=1.578261, (0 missing)
c15 < 4615.362 to the left, improve=1.278261, (0 missing)
Surrogate splits:
c4 < 4603.419 to the right, agree=0.783, adj=0.545, (0 split)
c6 < 4327.107 to the right, agree=0.739, adj=0.455, (0 split)
c12 < 4235.354 to the right, agree=0.739, adj=0.455, (0 split)
c1 < 4341.283 to the right, agree=0.696, adj=0.364, (0 split)
c2 < 4272.475 to the right, agree=0.696, adj=0.364, (0 split)
Node number 46034: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 46035: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 46592: 64 observations, complexity param=0.000319081
predicted class=closed expected loss=0.0625 P(node) =0.006115624
class counts: 60 4
probabilities: 0.938 0.062
left son=93184 (58 obs) right son=93185 (6 obs)
Primary splits:
c5 < 4150.887 to the left, improve=2.5344830, (0 missing)
c7 < 4225.302 to the right, improve=1.7857140, (0 missing)
c16 < 4370.872 to the right, improve=1.1842110, (0 missing)
c6 < 4347.079 to the left, improve=0.8333333, (0 missing)
c1 < 4310.496 to the right, improve=0.7307692, (0 missing)
Surrogate splits:
c16 < 4364.399 to the right, agree=0.922, adj=0.167, (0 split)
Node number 46593: 13 observations, complexity param=0.000319081
predicted class=closed expected loss=0.3846154 P(node) =0.001242236
class counts: 8 5
probabilities: 0.615 0.385
left son=93186 (10 obs) right son=93187 (3 obs)
Primary splits:
c13 < 4293.313 to the left, improve=2.953846, (0 missing)
c6 < 4338.5 to the right, improve=1.790210, (0 missing)
c9 < 4222.65 to the left, improve=1.790210, (0 missing)
c10 < 4618.679 to the left, improve=1.790210, (0 missing)
c11 < 4205.462 to the right, improve=1.790210, (0 missing)
Surrogate splits:
c1 < 4320.049 to the left, agree=0.846, adj=0.333, (0 split)
c7 < 4243.402 to the right, agree=0.846, adj=0.333, (0 split)
c12 < 4234.522 to the left, agree=0.846, adj=0.333, (0 split)
c16 < 4381.327 to the left, agree=0.846, adj=0.333, (0 split)
Node number 46594: 154 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3051948 P(node) =0.01471572
class counts: 107 47
probabilities: 0.695 0.305
left son=93188 (150 obs) right son=93189 (4 obs)
Primary splits:
c1 < 4289.326 to the right, improve=3.965022, (0 missing)
c4 < 4625.019 to the left, improve=3.273810, (0 missing)
c2 < 4285.657 to the right, improve=2.993778, (0 missing)
c12 < 4213.333 to the right, improve=2.963203, (0 missing)
c16 < 4391.819 to the left, improve=2.954072, (0 missing)
Node number 46595: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 46598: 5 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4 P(node) =0.0004777831
class counts: 3 2
probabilities: 0.600 0.400
left son=93196 (3 obs) right son=93197 (2 obs)
Primary splits:
c2 < 4276.141 to the left, improve=2.400000, (0 missing)
c4 < 4623.817 to the left, improve=2.400000, (0 missing)
c11 < 4221.914 to the left, improve=2.400000, (0 missing)
c1 < 4304.154 to the left, improve=1.066667, (0 missing)
c5 < 4140.742 to the left, improve=1.066667, (0 missing)
Surrogate splits:
c4 < 4623.817 to the left, agree=1.0, adj=1.0, (0 split)
c11 < 4221.914 to the left, agree=1.0, adj=1.0, (0 split)
c1 < 4304.154 to the left, agree=0.8, adj=0.5, (0 split)
c5 < 4140.742 to the left, agree=0.8, adj=0.5, (0 split)
c7 < 4252.144 to the left, agree=0.8, adj=0.5, (0 split)
Node number 46599: 15 observations, complexity param=0.0002127207
predicted class=open expected loss=0.06666667 P(node) =0.001433349
class counts: 1 14
probabilities: 0.067 0.933
left son=93198 (1 obs) right son=93199 (14 obs)
Primary splits:
c12 < 4248.173 to the right, improve=1.8666670, (0 missing)
c11 < 4209.971 to the left, improve=0.5333333, (0 missing)
c16 < 4366.892 to the left, improve=0.5333333, (0 missing)
c9 < 4216.014 to the right, improve=0.3666667, (0 missing)
c15 < 4613.162 to the left, improve=0.3666667, (0 missing)
Node number 46652: 6 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1666667 P(node) =0.0005733397
class counts: 5 1
probabilities: 0.833 0.167
left son=93304 (5 obs) right son=93305 (1 obs)
Primary splits:
c2 < 4275.88 to the left, improve=1.666667, (0 missing)
c4 < 4634.495 to the right, improve=1.666667, (0 missing)
c5 < 4148.814 to the left, improve=1.666667, (0 missing)
c8 < 4065.965 to the right, improve=1.666667, (0 missing)
c9 < 4212.839 to the left, improve=1.666667, (0 missing)
Node number 46653: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 46654: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 46655: 65 observations, complexity param=0.0002127207
predicted class=open expected loss=0.06153846 P(node) =0.00621118
class counts: 4 61
probabilities: 0.062 0.938
left son=93310 (24 obs) right son=93311 (41 obs)
Primary splits:
c9 < 4212.338 to the right, improve=0.8410256, (0 missing)
c15 < 4602.179 to the left, improve=0.7934066, (0 missing)
c1 < 4311.192 to the left, improve=0.6928775, (0 missing)
c8 < 4070.343 to the left, improve=0.5502455, (0 missing)
c12 < 4234.122 to the right, improve=0.5502455, (0 missing)
Surrogate splits:
c7 < 4252.759 to the right, agree=0.754, adj=0.333, (0 split)
c11 < 4223.891 to the right, agree=0.738, adj=0.292, (0 split)
c15 < 4627.227 to the right, agree=0.677, adj=0.125, (0 split)
c4 < 4639.006 to the right, agree=0.662, adj=0.083, (0 split)
c8 < 4063.457 to the left, agree=0.662, adj=0.083, (0 split)
Node number 46658: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 46659: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 46672: 14 observations
predicted class=closed expected loss=0 P(node) =0.001337793
class counts: 14 0
probabilities: 1.000 0.000
Node number 46673: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 46674: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 46675: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 46678: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 46679: 18 observations
predicted class=open expected loss=0 P(node) =0.001720019
class counts: 0 18
probabilities: 0.000 1.000
Node number 46688: 18 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.05555556 P(node) =0.001720019
class counts: 17 1
probabilities: 0.944 0.056
left son=93376 (17 obs) right son=93377 (1 obs)
Primary splits:
c13 < 4265.275 to the right, improve=1.8888890, (0 missing)
c15 < 4588.336 to the right, improve=1.8888890, (0 missing)
c1 < 4288.567 to the right, improve=0.8888889, (0 missing)
c8 < 4084.819 to the left, improve=0.8888889, (0 missing)
c9 < 4215.294 to the left, improve=0.8888889, (0 missing)
Node number 46689: 9 observations, complexity param=0.0005318017
predicted class=open expected loss=0.4444444 P(node) =0.0008600096
class counts: 4 5
probabilities: 0.444 0.556
left son=93378 (4 obs) right son=93379 (5 obs)
Primary splits:
c6 < 4341.504 to the right, improve=4.444444, (0 missing)
c1 < 4300.552 to the left, improve=2.844444, (0 missing)
c3 < 4005.667 to the right, improve=2.844444, (0 missing)
c7 < 4227.592 to the left, improve=2.777778, (0 missing)
c11 < 4199 to the right, improve=1.777778, (0 missing)
Surrogate splits:
c1 < 4300.552 to the left, agree=0.889, adj=0.75, (0 split)
c3 < 4005.667 to the right, agree=0.889, adj=0.75, (0 split)
c7 < 4227.592 to the left, agree=0.889, adj=0.75, (0 split)
c2 < 4274.795 to the right, agree=0.778, adj=0.50, (0 split)
c4 < 4625.597 to the right, agree=0.778, adj=0.50, (0 split)
Node number 46716: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 46717: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 46718: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 46719: 118 observations, complexity param=0.000273498
predicted class=open expected loss=0.1016949 P(node) =0.01127568
class counts: 12 106
probabilities: 0.102 0.898
left son=93438 (4 obs) right son=93439 (114 obs)
Primary splits:
c13 < 4262.603 to the left, improve=1.313708, (0 missing)
c3 < 4009.417 to the right, improve=1.096858, (0 missing)
c9 < 4201.794 to the left, improve=1.096858, (0 missing)
c16 < 4370.423 to the left, improve=1.064028, (0 missing)
c10 < 4619.052 to the right, improve=1.004449, (0 missing)
Node number 46780: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 46781: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 47040: 17 observations
predicted class=closed expected loss=0 P(node) =0.001624462
class counts: 17 0
probabilities: 1.000 0.000
Node number 47041: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 47046: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 47047: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 47094: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 47095: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 47100: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 47101: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 47102: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=94204 (1 obs) right son=94205 (1 obs)
Primary splits:
c1 < 4332.257 to the left, improve=1, (0 missing)
c2 < 4257.789 to the left, improve=1, (0 missing)
c3 < 4014.027 to the left, improve=1, (0 missing)
c4 < 4626.437 to the right, improve=1, (0 missing)
c5 < 4131.924 to the left, improve=1, (0 missing)
Node number 47103: 130 observations, complexity param=0.0001063603
predicted class=open expected loss=0.01538462 P(node) =0.01242236
class counts: 2 128
probabilities: 0.015 0.985
left son=94206 (3 obs) right son=94207 (127 obs)
Primary splits:
c7 < 4219.338 to the left, improve=0.6208762, (0 missing)
c13 < 4277.673 to the left, improve=0.2584615, (0 missing)
c11 < 4215.79 to the right, improve=0.2461538, (0 missing)
c1 < 4291.875 to the left, improve=0.1772127, (0 missing)
c10 < 4614.7 to the right, improve=0.1086743, (0 missing)
Node number 49154: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 49155: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 49162: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 49163: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 49568: 27 observations
predicted class=closed expected loss=0 P(node) =0.002580029
class counts: 27 0
probabilities: 1.000 0.000
Node number 49569: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=99138 (5 obs) right son=99139 (2 obs)
Primary splits:
c9 < 4190.414 to the right, improve=2.857143, (0 missing)
c12 < 4231.812 to the left, improve=2.857143, (0 missing)
c11 < 4195.061 to the right, improve=1.523810, (0 missing)
c15 < 4592.44 to the right, improve=1.523810, (0 missing)
c16 < 4349.798 to the right, improve=1.523810, (0 missing)
Surrogate splits:
c12 < 4231.812 to the left, agree=1.000, adj=1.0, (0 split)
c11 < 4195.061 to the right, agree=0.857, adj=0.5, (0 split)
c15 < 4592.44 to the right, agree=0.857, adj=0.5, (0 split)
c16 < 4349.798 to the right, agree=0.857, adj=0.5, (0 split)
Node number 49570: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 49571: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=99142 (1 obs) right son=99143 (3 obs)
Primary splits:
c1 < 4299.212 to the right, improve=1.5, (0 missing)
c4 < 4604.014 to the left, improve=1.5, (0 missing)
c5 < 4102.13 to the left, improve=1.5, (0 missing)
c7 < 4236.314 to the right, improve=1.5, (0 missing)
c8 < 4043.926 to the left, improve=1.5, (0 missing)
Node number 50448: 16 observations
predicted class=closed expected loss=0 P(node) =0.001528906
class counts: 16 0
probabilities: 1.000 0.000
Node number 50449: 3 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=100898 (2 obs) right son=100899 (1 obs)
Primary splits:
c1 < 4284.028 to the right, improve=1.333333, (0 missing)
c2 < 4258.838 to the right, improve=1.333333, (0 missing)
c3 < 3990.807 to the right, improve=1.333333, (0 missing)
c5 < 4111.886 to the right, improve=1.333333, (0 missing)
c6 < 4336.71 to the left, improve=1.333333, (0 missing)
Node number 51472: 34 observations
predicted class=closed expected loss=0 P(node) =0.003248925
class counts: 34 0
probabilities: 1.000 0.000
Node number 51473: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=102946 (1 obs) right son=102947 (1 obs)
Primary splits:
c1 < 4299.844 to the right, improve=1, (0 missing)
c2 < 4269.711 to the right, improve=1, (0 missing)
c3 < 4017.634 to the right, improve=1, (0 missing)
c4 < 4624.082 to the left, improve=1, (0 missing)
c5 < 4127.078 to the left, improve=1, (0 missing)
Node number 51474: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 51475: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 51486: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 51487: 11 observations, complexity param=0.0001063603
predicted class=open expected loss=0.09090909 P(node) =0.001051123
class counts: 1 10
probabilities: 0.091 0.909
left son=102974 (2 obs) right son=102975 (9 obs)
Primary splits:
c3 < 4019.491 to the right, improve=0.8181818, (0 missing)
c10 < 4607.409 to the left, improve=0.8181818, (0 missing)
c15 < 4605.059 to the right, improve=0.8181818, (0 missing)
c4 < 4621.622 to the right, improve=0.4848485, (0 missing)
c7 < 4224.752 to the left, improve=0.4848485, (0 missing)
Surrogate splits:
c10 < 4608.932 to the left, agree=0.909, adj=0.5, (0 split)
c13 < 4267.179 to the left, agree=0.909, adj=0.5, (0 split)
Node number 53164: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 53165: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 53238: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.5 P(node) =0.0003822265
class counts: 2 2
probabilities: 0.500 0.500
left son=106476 (2 obs) right son=106477 (2 obs)
Primary splits:
c2 < 4250.617 to the right, improve=2.0000000, (0 missing)
c6 < 4326.878 to the right, improve=2.0000000, (0 missing)
c7 < 4225.362 to the left, improve=2.0000000, (0 missing)
c10 < 4607.529 to the right, improve=2.0000000, (0 missing)
c1 < 4268.362 to the right, improve=0.6666667, (0 missing)
Surrogate splits:
c6 < 4326.878 to the right, agree=1, adj=1, (0 split)
c7 < 4225.362 to the left, agree=1, adj=1, (0 split)
c10 < 4607.529 to the right, agree=1, adj=1, (0 split)
Node number 53239: 36 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02777778 P(node) =0.003440038
class counts: 1 35
probabilities: 0.028 0.972
left son=106478 (2 obs) right son=106479 (34 obs)
Primary splits:
c2 < 4232.953 to the left, improve=0.9444444, (0 missing)
c12 < 4204.236 to the left, improve=0.9444444, (0 missing)
c16 < 4337.353 to the left, improve=0.9444444, (0 missing)
c15 < 4588.068 to the left, improve=0.6111111, (0 missing)
c9 < 4204.658 to the right, improve=0.2777778, (0 missing)
Node number 55552: 44 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.06818182 P(node) =0.004204491
class counts: 41 3
probabilities: 0.932 0.068
left son=111104 (43 obs) right son=111105 (1 obs)
Primary splits:
c5 < 4134.943 to the left, improve=1.7769560, (0 missing)
c16 < 4362.284 to the left, improve=1.7769560, (0 missing)
c7 < 4229.032 to the left, improve=0.7878203, (0 missing)
c6 < 4333.594 to the left, improve=0.4090909, (0 missing)
c13 < 4259.971 to the left, improve=0.4090909, (0 missing)
Node number 55553: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=111106 (1 obs) right son=111107 (2 obs)
Primary splits:
c1 < 4292.521 to the right, improve=1.333333, (0 missing)
c2 < 4253.46 to the right, improve=1.333333, (0 missing)
c3 < 3997.951 to the left, improve=1.333333, (0 missing)
c4 < 4603.993 to the left, improve=1.333333, (0 missing)
c5 < 4115.728 to the left, improve=1.333333, (0 missing)
Node number 55554: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 55555: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 56048: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 56049: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 56060: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.4 P(node) =0.0004777831
class counts: 3 2
probabilities: 0.600 0.400
left son=112120 (3 obs) right son=112121 (2 obs)
Primary splits:
c3 < 3978.181 to the left, improve=2.400000, (0 missing)
c8 < 4046.511 to the right, improve=2.400000, (0 missing)
c16 < 4330.613 to the right, improve=2.400000, (0 missing)
c2 < 4243.222 to the right, improve=1.066667, (0 missing)
c5 < 4101.345 to the left, improve=1.066667, (0 missing)
Surrogate splits:
c8 < 4046.511 to the right, agree=1.0, adj=1.0, (0 split)
c16 < 4330.613 to the right, agree=1.0, adj=1.0, (0 split)
c2 < 4243.222 to the right, agree=0.8, adj=0.5, (0 split)
c5 < 4101.345 to the left, agree=0.8, adj=0.5, (0 split)
c9 < 4187.266 to the left, agree=0.8, adj=0.5, (0 split)
Node number 56061: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 56284: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 56285: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 58112: 29 observations
predicted class=closed expected loss=0 P(node) =0.002771142
class counts: 29 0
probabilities: 1.000 0.000
Node number 58113: 132 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.1969697 P(node) =0.01261347
class counts: 106 26
probabilities: 0.803 0.197
left son=116226 (130 obs) right son=116227 (2 obs)
Primary splits:
c3 < 3963.486 to the right, improve=2.619114, (0 missing)
c9 < 4189.421 to the left, improve=2.063821, (0 missing)
c5 < 4107.829 to the right, improve=1.829004, (0 missing)
c10 < 4612.92 to the right, improve=1.687400, (0 missing)
c15 < 4580.907 to the right, improve=1.441175, (0 missing)
Node number 58116: 45 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.1777778 P(node) =0.004300048
class counts: 37 8
probabilities: 0.822 0.178
left son=116232 (38 obs) right son=116233 (7 obs)
Primary splits:
c12 < 4219.826 to the right, improve=2.569089, (0 missing)
c6 < 4329.622 to the right, improve=2.390373, (0 missing)
c1 < 4307.915 to the left, improve=1.382828, (0 missing)
c11 < 4154.377 to the right, improve=1.382828, (0 missing)
c5 < 4100.766 to the right, improve=1.307629, (0 missing)
Node number 58117: 17 observations, complexity param=0.0006381621
predicted class=open expected loss=0.2941176 P(node) =0.001624462
class counts: 5 12
probabilities: 0.294 0.706
left son=116234 (3 obs) right son=116235 (14 obs)
Primary splits:
c4 < 4614.762 to the right, improve=3.630252, (0 missing)
c5 < 4101.995 to the left, improve=3.630252, (0 missing)
c11 < 4194.005 to the left, improve=2.614379, (0 missing)
c12 < 4218.029 to the left, improve=2.174208, (0 missing)
c13 < 4273.449 to the left, improve=1.604278, (0 missing)
Surrogate splits:
c11 < 4173.493 to the left, agree=0.882, adj=0.333, (0 split)
c13 < 4258.4 to the left, agree=0.882, adj=0.333, (0 split)
Node number 58120: 33 observations, complexity param=0.000319081
predicted class=closed expected loss=0.1212121 P(node) =0.003153368
class counts: 29 4
probabilities: 0.879 0.121
left son=116240 (28 obs) right son=116241 (5 obs)
Primary splits:
c16 < 4338.051 to the right, improve=2.7017320, (0 missing)
c12 < 4197.847 to the right, improve=1.5928030, (0 missing)
c4 < 4610.058 to the left, improve=1.1636360, (0 missing)
c2 < 4263.036 to the left, improve=0.9172596, (0 missing)
c6 < 4341.596 to the left, improve=0.9160173, (0 missing)
Surrogate splits:
c6 < 4326.278 to the right, agree=0.909, adj=0.4, (0 split)
c11 < 4175.572 to the right, agree=0.909, adj=0.4, (0 split)
Node number 58121: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 58124: 23 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.173913 P(node) =0.002197802
class counts: 19 4
probabilities: 0.826 0.174
left son=116248 (22 obs) right son=116249 (1 obs)
Primary splits:
c2 < 4253.725 to the right, improve=1.426877, (0 missing)
c3 < 3965.036 to the right, improve=1.426877, (0 missing)
c10 < 4631.722 to the left, improve=1.426877, (0 missing)
c11 < 4184.064 to the right, improve=1.426877, (0 missing)
c15 < 4610.303 to the left, improve=1.426877, (0 missing)
Node number 58125: 13 observations, complexity param=0.0006381621
predicted class=open expected loss=0.3846154 P(node) =0.001242236
class counts: 5 8
probabilities: 0.385 0.615
left son=116250 (3 obs) right son=116251 (10 obs)
Primary splits:
c1 < 4278.888 to the left, improve=2.953846, (0 missing)
c8 < 4058.581 to the right, improve=2.953846, (0 missing)
c15 < 4581.542 to the left, improve=2.953846, (0 missing)
c9 < 4191.842 to the left, improve=2.403846, (0 missing)
c5 < 4098.263 to the left, improve=1.790210, (0 missing)
Surrogate splits:
c15 < 4581.542 to the left, agree=1.000, adj=1.000, (0 split)
c3 < 3982.769 to the left, agree=0.846, adj=0.333, (0 split)
c6 < 4326.484 to the left, agree=0.846, adj=0.333, (0 split)
c8 < 4056.947 to the right, agree=0.846, adj=0.333, (0 split)
c9 < 4183.271 to the left, agree=0.846, adj=0.333, (0 split)
Node number 58126: 70 observations, complexity param=0.001382685
predicted class=open expected loss=0.4857143 P(node) =0.006688963
class counts: 34 36
probabilities: 0.486 0.514
left son=116252 (19 obs) right son=116253 (51 obs)
Primary splits:
c16 < 4352.415 to the right, improve=6.624679, (0 missing)
c1 < 4285.556 to the right, improve=5.581850, (0 missing)
c15 < 4602.622 to the right, improve=4.148217, (0 missing)
c9 < 4191.305 to the left, improve=3.134694, (0 missing)
c13 < 4268.006 to the right, improve=2.583400, (0 missing)
Surrogate splits:
c1 < 4289.286 to the right, agree=0.800, adj=0.263, (0 split)
c13 < 4283.613 to the right, agree=0.800, adj=0.263, (0 split)
c7 < 4243.738 to the right, agree=0.771, adj=0.158, (0 split)
c15 < 4609.199 to the right, agree=0.771, adj=0.158, (0 split)
c5 < 4093.688 to the left, agree=0.757, adj=0.105, (0 split)
Node number 58127: 41 observations, complexity param=0.0004254414
predicted class=open expected loss=0.195122 P(node) =0.003917821
class counts: 8 33
probabilities: 0.195 0.805
left son=116254 (2 obs) right son=116255 (39 obs)
Primary splits:
c15 < 4626.61 to the right, improve=2.724203, (0 missing)
c2 < 4256.355 to the left, improve=2.023503, (0 missing)
c10 < 4632.138 to the right, improve=1.866938, (0 missing)
c11 < 4213.919 to the right, improve=1.847746, (0 missing)
c12 < 4224.214 to the left, improve=1.698049, (0 missing)
Node number 58128: 10 observations
predicted class=closed expected loss=0 P(node) =0.0009555662
class counts: 10 0
probabilities: 1.000 0.000
Node number 58129: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 58130: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 58131: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 58140: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 58141: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 58142: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=116284 (2 obs) right son=116285 (1 obs)
Primary splits:
c1 < 4282.459 to the right, improve=1.333333, (0 missing)
c3 < 4013.391 to the left, improve=1.333333, (0 missing)
c4 < 4614.373 to the left, improve=1.333333, (0 missing)
c6 < 4332.793 to the right, improve=1.333333, (0 missing)
c7 < 4242.857 to the left, improve=1.333333, (0 missing)
Node number 58143: 31 observations, complexity param=0.0001063603
predicted class=open expected loss=0.03225806 P(node) =0.002962255
class counts: 1 30
probabilities: 0.032 0.968
left son=116286 (2 obs) right son=116287 (29 obs)
Primary splits:
c3 < 4020.489 to the right, improve=0.9354839, (0 missing)
c12 < 4205.789 to the left, improve=0.6021505, (0 missing)
c6 < 4342.189 to the right, improve=0.3354839, (0 missing)
c5 < 4110.156 to the right, improve=0.2211982, (0 missing)
c11 < 4199.68 to the right, improve=0.2211982, (0 missing)
Node number 58146: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 58147: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 58150: 101 observations, complexity param=0.001010423
predicted class=closed expected loss=0.4653465 P(node) =0.009651218
class counts: 54 47
probabilities: 0.535 0.465
left son=116300 (42 obs) right son=116301 (59 obs)
Primary splits:
c9 < 4199.969 to the right, improve=4.639992, (0 missing)
c16 < 4342.52 to the right, improve=4.041376, (0 missing)
c13 < 4273.068 to the right, improve=3.525508, (0 missing)
c1 < 4299.486 to the right, improve=3.511747, (0 missing)
c11 < 4186.549 to the left, improve=3.374268, (0 missing)
Surrogate splits:
c10 < 4611.583 to the right, agree=0.723, adj=0.333, (0 split)
c7 < 4227.751 to the right, agree=0.663, adj=0.190, (0 split)
c11 < 4200.907 to the right, agree=0.663, adj=0.190, (0 split)
c1 < 4289.274 to the left, agree=0.644, adj=0.143, (0 split)
c5 < 4112.655 to the left, agree=0.634, adj=0.119, (0 split)
Node number 58151: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 58152: 11 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.09090909 P(node) =0.001051123
class counts: 10 1
probabilities: 0.909 0.091
left son=116304 (10 obs) right son=116305 (1 obs)
Primary splits:
c1 < 4283.327 to the left, improve=1.8181820, (0 missing)
c3 < 4013.462 to the left, improve=1.8181820, (0 missing)
c2 < 4243.129 to the right, improve=0.8181818, (0 missing)
c5 < 4111.659 to the right, improve=0.8181818, (0 missing)
c7 < 4212.907 to the right, improve=0.8181818, (0 missing)
Node number 58153: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 58154: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 58155: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 58158: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=116316 (2 obs) right son=116317 (1 obs)
Primary splits:
c1 < 4278.669 to the left, improve=1.333333, (0 missing)
c2 < 4251.926 to the left, improve=1.333333, (0 missing)
c3 < 4008.851 to the left, improve=1.333333, (0 missing)
c6 < 4334.001 to the right, improve=1.333333, (0 missing)
c7 < 4237.13 to the left, improve=1.333333, (0 missing)
Node number 58159: 48 observations, complexity param=0.0002127207
predicted class=open expected loss=0.125 P(node) =0.004586718
class counts: 6 42
probabilities: 0.125 0.875
left son=116318 (1 obs) right son=116319 (47 obs)
Primary splits:
c6 < 4320.621 to the left, improve=1.5638300, (0 missing)
c10 < 4627.606 to the right, improve=1.5638300, (0 missing)
c16 < 4362.361 to the right, improve=1.5638300, (0 missing)
c11 < 4192.7 to the left, improve=1.2005440, (0 missing)
c15 < 4593.805 to the left, improve=0.9827586, (0 missing)
Node number 58160: 28 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.002675585
class counts: 24 4
probabilities: 0.857 0.143
left son=116320 (24 obs) right son=116321 (4 obs)
Primary splits:
c8 < 4082.793 to the left, improve=1.1904760, (0 missing)
c4 < 4612.949 to the left, improve=0.9624060, (0 missing)
c7 < 4237.05 to the right, improve=0.8571429, (0 missing)
c1 < 4298.697 to the left, improve=0.8049689, (0 missing)
c6 < 4344.069 to the left, improve=0.8049689, (0 missing)
Node number 58161: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=116322 (1 obs) right son=116323 (2 obs)
Primary splits:
c3 < 4003.989 to the right, improve=1.333333, (0 missing)
c4 < 4611.116 to the right, improve=1.333333, (0 missing)
c5 < 4123.407 to the right, improve=1.333333, (0 missing)
c6 < 4335.169 to the right, improve=1.333333, (0 missing)
c7 < 4244.289 to the right, improve=1.333333, (0 missing)
Node number 58162: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=116324 (3 obs) right son=116325 (1 obs)
Primary splits:
c1 < 4280.56 to the right, improve=1.5, (0 missing)
c2 < 4259.799 to the left, improve=1.5, (0 missing)
c4 < 4615.042 to the left, improve=1.5, (0 missing)
c9 < 4217.375 to the left, improve=1.5, (0 missing)
c12 < 4218.65 to the right, improve=1.5, (0 missing)
Node number 58163: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 58164: 15 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3333333 P(node) =0.001433349
class counts: 10 5
probabilities: 0.667 0.333
left son=116328 (6 obs) right son=116329 (9 obs)
Primary splits:
c10 < 4614.062 to the left, improve=2.222222, (0 missing)
c2 < 4265.638 to the left, improve=2.051282, (0 missing)
c6 < 4318.52 to the right, improve=2.051282, (0 missing)
c15 < 4617.915 to the left, improve=2.051282, (0 missing)
c3 < 3995.2 to the right, improve=1.488095, (0 missing)
Surrogate splits:
c3 < 3995.2 to the right, agree=0.867, adj=0.667, (0 split)
c9 < 4204.218 to the left, agree=0.867, adj=0.667, (0 split)
c13 < 4282.29 to the left, agree=0.800, adj=0.500, (0 split)
c16 < 4356.122 to the right, agree=0.800, adj=0.500, (0 split)
c1 < 4305.983 to the right, agree=0.733, adj=0.333, (0 split)
Node number 58165: 8 observations, complexity param=0.0002127207
predicted class=open expected loss=0.125 P(node) =0.0007644529
class counts: 1 7
probabilities: 0.125 0.875
left son=116330 (1 obs) right son=116331 (7 obs)
Primary splits:
c2 < 4266.419 to the right, improve=1.7500000, (0 missing)
c4 < 4614.384 to the right, improve=1.7500000, (0 missing)
c11 < 4202.604 to the left, improve=0.7500000, (0 missing)
c16 < 4361.177 to the right, improve=0.7500000, (0 missing)
c1 < 4299.363 to the right, improve=0.4166667, (0 missing)
Node number 58170: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 58171: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 58172: 28 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3571429 P(node) =0.002675585
class counts: 18 10
probabilities: 0.643 0.357
left son=116344 (10 obs) right son=116345 (18 obs)
Primary splits:
c15 < 4599.346 to the right, improve=3.968254, (0 missing)
c5 < 4127.84 to the left, improve=2.777143, (0 missing)
c9 < 4184.674 to the right, improve=2.387578, (0 missing)
c2 < 4244.936 to the left, improve=1.948052, (0 missing)
c7 < 4205.558 to the right, improve=1.780220, (0 missing)
Surrogate splits:
c4 < 4603.397 to the left, agree=0.821, adj=0.5, (0 split)
c7 < 4225.972 to the right, agree=0.821, adj=0.5, (0 split)
c16 < 4354.327 to the right, agree=0.821, adj=0.5, (0 split)
c2 < 4241.453 to the left, agree=0.750, adj=0.3, (0 split)
c8 < 4081.768 to the right, agree=0.750, adj=0.3, (0 split)
Node number 58173: 49 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2244898 P(node) =0.004682274
class counts: 11 38
probabilities: 0.224 0.776
left son=116346 (2 obs) right son=116347 (47 obs)
Primary splits:
c5 < 4127.82 to the right, improve=2.508033, (0 missing)
c11 < 4186.894 to the right, improve=2.508033, (0 missing)
c15 < 4590.848 to the left, improve=2.131224, (0 missing)
c8 < 4076.626 to the left, improve=1.833154, (0 missing)
c1 < 4300.873 to the left, improve=1.601765, (0 missing)
Node number 58174: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 58175: 169 observations, complexity param=0.0004786216
predicted class=open expected loss=0.1775148 P(node) =0.01614907
class counts: 30 139
probabilities: 0.178 0.822
left son=116350 (2 obs) right son=116351 (167 obs)
Primary splits:
c16 < 4332.559 to the left, improve=2.738334, (0 missing)
c15 < 4593.538 to the left, improve=2.083363, (0 missing)
c12 < 4229.971 to the left, improve=1.871736, (0 missing)
c11 < 4205.208 to the left, improve=1.529104, (0 missing)
c5 < 4135.533 to the right, improve=1.477563, (0 missing)
Node number 58176: 34 observations
predicted class=closed expected loss=0 P(node) =0.003248925
class counts: 34 0
probabilities: 1.000 0.000
Node number 58177: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=116354 (1 obs) right son=116355 (1 obs)
Primary splits:
c1 < 4292.757 to the left, improve=1, (0 missing)
c2 < 4260.544 to the left, improve=1, (0 missing)
c3 < 3979.709 to the left, improve=1, (0 missing)
c4 < 4623.441 to the right, improve=1, (0 missing)
c5 < 4108.459 to the left, improve=1, (0 missing)
Node number 58184: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 58185: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 58208: 95 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.2842105 P(node) =0.009077879
class counts: 68 27
probabilities: 0.716 0.284
left son=116416 (92 obs) right son=116417 (3 obs)
Primary splits:
c10 < 4590.282 to the right, improve=3.174371, (0 missing)
c2 < 4264.766 to the right, improve=2.686845, (0 missing)
c1 < 4310.557 to the left, improve=2.093492, (0 missing)
c4 < 4622.863 to the left, improve=2.093492, (0 missing)
c6 < 4328.74 to the right, improve=2.068216, (0 missing)
Node number 58209: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 58210: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 58211: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 58212: 99 observations, complexity param=0.001542225
predicted class=closed expected loss=0.4343434 P(node) =0.009460105
class counts: 56 43
probabilities: 0.566 0.434
left son=116424 (35 obs) right son=116425 (64 obs)
Primary splits:
c15 < 4595.247 to the left, improve=4.584858, (0 missing)
c5 < 4102.036 to the right, improve=4.090909, (0 missing)
c6 < 4338.885 to the left, improve=3.793523, (0 missing)
c4 < 4621.546 to the left, improve=3.464646, (0 missing)
c2 < 4256.077 to the left, improve=3.340909, (0 missing)
Surrogate splits:
c7 < 4216.591 to the left, agree=0.717, adj=0.200, (0 split)
c9 < 4179.092 to the left, agree=0.687, adj=0.114, (0 split)
c11 < 4185.004 to the left, agree=0.687, adj=0.114, (0 split)
c12 < 4227.148 to the left, agree=0.687, adj=0.114, (0 split)
c13 < 4268.65 to the left, agree=0.687, adj=0.114, (0 split)
Node number 58213: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 58214: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=116428 (3 obs) right son=116429 (1 obs)
Primary splits:
c3 < 4007.441 to the left, improve=1.5, (0 missing)
c4 < 4621.617 to the left, improve=1.5, (0 missing)
c6 < 4331.823 to the right, improve=1.5, (0 missing)
c10 < 4592.954 to the right, improve=1.5, (0 missing)
c12 < 4239.627 to the left, improve=1.5, (0 missing)
Node number 58215: 34 observations, complexity param=0.000319081
predicted class=open expected loss=0.1470588 P(node) =0.003248925
class counts: 5 29
probabilities: 0.147 0.853
left son=116430 (13 obs) right son=116431 (21 obs)
Primary splits:
c10 < 4616.14 to the right, improve=2.375566, (0 missing)
c11 < 4187.759 to the left, improve=1.776724, (0 missing)
c1 < 4290.202 to the left, improve=1.499109, (0 missing)
c2 < 4238.962 to the left, improve=1.499109, (0 missing)
c4 < 4615.736 to the left, improve=1.499109, (0 missing)
Surrogate splits:
c9 < 4202.197 to the right, agree=0.765, adj=0.385, (0 split)
c7 < 4235.99 to the right, agree=0.735, adj=0.308, (0 split)
c12 < 4229.089 to the left, agree=0.706, adj=0.231, (0 split)
c16 < 4358.98 to the right, agree=0.706, adj=0.231, (0 split)
c3 < 3991.363 to the left, agree=0.676, adj=0.154, (0 split)
Node number 58216: 9 observations
predicted class=closed expected loss=0 P(node) =0.0008600096
class counts: 9 0
probabilities: 1.000 0.000
Node number 58217: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 58218: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 58219: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 58222: 20 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3 P(node) =0.001911132
class counts: 6 14
probabilities: 0.300 0.700
left son=116444 (2 obs) right son=116445 (18 obs)
Primary splits:
c11 < 4188.487 to the left, improve=2.177778, (0 missing)
c16 < 4355.708 to the right, improve=2.137374, (0 missing)
c1 < 4293.245 to the left, improve=1.600000, (0 missing)
c2 < 4265.075 to the left, improve=1.542857, (0 missing)
c4 < 4618.647 to the right, improve=1.542857, (0 missing)
Surrogate splits:
c13 < 4268.038 to the left, agree=0.95, adj=0.5, (0 split)
Node number 58223: 64 observations, complexity param=0.0002127207
predicted class=open expected loss=0.046875 P(node) =0.006115624
class counts: 3 61
probabilities: 0.047 0.953
left son=116446 (18 obs) right son=116447 (46 obs)
Primary splits:
c2 < 4268.013 to the right, improve=0.7187500, (0 missing)
c16 < 4361.005 to the right, improve=0.6440025, (0 missing)
c1 < 4305.785 to the right, improve=0.5557870, (0 missing)
c5 < 4123.853 to the right, improve=0.2642045, (0 missing)
c13 < 4280.321 to the right, improve=0.2642045, (0 missing)
Surrogate splits:
c1 < 4304.247 to the right, agree=0.797, adj=0.278, (0 split)
c11 < 4223.787 to the right, agree=0.766, adj=0.167, (0 split)
c3 < 4008.659 to the right, agree=0.750, adj=0.111, (0 split)
c5 < 4138.648 to the right, agree=0.750, adj=0.111, (0 split)
c6 < 4360.234 to the right, agree=0.750, adj=0.111, (0 split)
Node number 58224: 58 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.3448276 P(node) =0.005542284
class counts: 38 20
probabilities: 0.655 0.345
left son=116448 (40 obs) right son=116449 (18 obs)
Primary splits:
c2 < 4258.649 to the left, improve=3.701341, (0 missing)
c5 < 4096.433 to the left, improve=3.598201, (0 missing)
c7 < 4232.44 to the left, improve=3.380642, (0 missing)
c12 < 4226.118 to the right, improve=2.385779, (0 missing)
c15 < 4586.115 to the left, improve=2.135468, (0 missing)
Surrogate splits:
c3 < 3993.424 to the left, agree=0.776, adj=0.278, (0 split)
c11 < 4184.84 to the right, agree=0.759, adj=0.222, (0 split)
c13 < 4278.833 to the left, agree=0.741, adj=0.167, (0 split)
c6 < 4324.949 to the right, agree=0.724, adj=0.111, (0 split)
c15 < 4574.229 to the right, agree=0.724, adj=0.111, (0 split)
Node number 58225: 7 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1428571 P(node) =0.0006688963
class counts: 1 6
probabilities: 0.143 0.857
left son=116450 (1 obs) right son=116451 (6 obs)
Primary splits:
c6 < 4327.985 to the left, improve=1.714286, (0 missing)
c11 < 4193.361 to the right, improve=1.714286, (0 missing)
c13 < 4273.592 to the right, improve=1.714286, (0 missing)
c15 < 4572.498 to the left, improve=1.714286, (0 missing)
c16 < 4340.73 to the left, improve=1.714286, (0 missing)
Node number 58226: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 58227: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 58228: 23 observations, complexity param=0.0006381621
predicted class=closed expected loss=0.3478261 P(node) =0.002197802
class counts: 15 8
probabilities: 0.652 0.348
left son=116456 (10 obs) right son=116457 (13 obs)
Primary splits:
c13 < 4270.112 to the right, improve=4.280936, (0 missing)
c9 < 4203.696 to the right, improve=1.964194, (0 missing)
c1 < 4289.001 to the left, improve=1.863354, (0 missing)
c3 < 4017.064 to the left, improve=1.863354, (0 missing)
c5 < 4109.965 to the right, improve=1.863354, (0 missing)
Surrogate splits:
c9 < 4203.696 to the right, agree=0.826, adj=0.6, (0 split)
c1 < 4286.679 to the right, agree=0.696, adj=0.3, (0 split)
c2 < 4258.96 to the right, agree=0.696, adj=0.3, (0 split)
c4 < 4620.392 to the left, agree=0.696, adj=0.3, (0 split)
c5 < 4123.172 to the right, agree=0.696, adj=0.3, (0 split)
Node number 58229: 63 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2380952 P(node) =0.006020067
class counts: 15 48
probabilities: 0.238 0.762
left son=116458 (31 obs) right son=116459 (32 obs)
Primary splits:
c12 < 4228.914 to the right, improve=2.709965, (0 missing)
c2 < 4267.731 to the right, improve=2.436090, (0 missing)
c9 < 4170.87 to the left, improve=2.398126, (0 missing)
c4 < 4620.509 to the left, improve=2.285714, (0 missing)
c1 < 4274.833 to the right, improve=2.232143, (0 missing)
Surrogate splits:
c8 < 4062.072 to the left, agree=0.667, adj=0.323, (0 split)
c6 < 4340.205 to the left, agree=0.619, adj=0.226, (0 split)
c10 < 4618.219 to the left, agree=0.619, adj=0.226, (0 split)
c1 < 4278.873 to the right, agree=0.603, adj=0.194, (0 split)
c3 < 4016.817 to the left, agree=0.603, adj=0.194, (0 split)
Node number 58230: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 58231: 41 observations, complexity param=0.0002127207
predicted class=open expected loss=0.04878049 P(node) =0.003917821
class counts: 2 39
probabilities: 0.049 0.951
left son=116462 (1 obs) right son=116463 (40 obs)
Primary splits:
c5 < 4137.784 to the right, improve=1.8548780, (0 missing)
c16 < 4332.956 to the left, improve=0.8561601, (0 missing)
c2 < 4268.041 to the right, improve=0.5241763, (0 missing)
c4 < 4615.673 to the left, improve=0.5241763, (0 missing)
c10 < 4625.077 to the right, improve=0.5241763, (0 missing)
Node number 58232: 9 observations
predicted class=closed expected loss=0 P(node) =0.0008600096
class counts: 9 0
probabilities: 1.000 0.000
Node number 58233: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 58234: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 58235: 12 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08333333 P(node) =0.001146679
class counts: 1 11
probabilities: 0.083 0.917
left son=116470 (1 obs) right son=116471 (11 obs)
Primary splits:
c1 < 4288.324 to the right, improve=1.833333, (0 missing)
c4 < 4623.285 to the right, improve=1.833333, (0 missing)
c5 < 4123.546 to the right, improve=1.833333, (0 missing)
c6 < 4349.402 to the right, improve=1.833333, (0 missing)
c7 < 4268.972 to the right, improve=1.833333, (0 missing)
Node number 58236: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 58237: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 58238: 27 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3703704 P(node) =0.002580029
class counts: 10 17
probabilities: 0.370 0.630
left son=116476 (10 obs) right son=116477 (17 obs)
Primary splits:
c8 < 4067.129 to the left, improve=3.451416, (0 missing)
c10 < 4631.488 to the left, improve=3.306878, (0 missing)
c9 < 4198.003 to the left, improve=2.675926, (0 missing)
c13 < 4268.939 to the right, improve=2.116402, (0 missing)
c15 < 4593.097 to the left, improve=1.959259, (0 missing)
Surrogate splits:
c5 < 4116.197 to the right, agree=0.778, adj=0.4, (0 split)
c1 < 4282.707 to the right, agree=0.741, adj=0.3, (0 split)
c12 < 4241.908 to the right, agree=0.741, adj=0.3, (0 split)
c2 < 4244.312 to the left, agree=0.704, adj=0.2, (0 split)
c6 < 4341.868 to the right, agree=0.704, adj=0.2, (0 split)
Node number 58239: 260 observations, complexity param=0.000319081
predicted class=open expected loss=0.1230769 P(node) =0.02484472
class counts: 32 228
probabilities: 0.123 0.877
left son=116478 (7 obs) right son=116479 (253 obs)
Primary splits:
c3 < 4019.952 to the right, improve=2.892134, (0 missing)
c7 < 4208.928 to the left, improve=2.319155, (0 missing)
c16 < 4358.809 to the right, improve=2.019869, (0 missing)
c15 < 4631.163 to the right, improve=1.793635, (0 missing)
c9 < 4178.544 to the left, improve=1.793635, (0 missing)
Surrogate splits:
c6 < 4358.014 to the right, agree=0.981, adj=0.286, (0 split)
Node number 58362: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 58363: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 58364: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 58365: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 58366: 51 observations, complexity param=0.0001063603
predicted class=open expected loss=0.05882353 P(node) =0.004873387
class counts: 3 48
probabilities: 0.059 0.941
left son=116732 (1 obs) right son=116733 (50 obs)
Primary splits:
c12 < 4236.87 to the left, improve=1.8070590, (0 missing)
c5 < 4135.548 to the right, improve=0.6935705, (0 missing)
c16 < 4341.872 to the left, improve=0.4958393, (0 missing)
c8 < 4059.088 to the left, improve=0.4803922, (0 missing)
c1 < 4284.139 to the left, improve=0.3650075, (0 missing)
Node number 58367: 94 observations
predicted class=open expected loss=0 P(node) =0.008982322
class counts: 0 94
probabilities: 0.000 1.000
Node number 61436: 48 observations, complexity param=0.000319081
predicted class=open expected loss=0.2291667 P(node) =0.004586718
class counts: 11 37
probabilities: 0.229 0.771
left son=122872 (5 obs) right son=122873 (43 obs)
Primary splits:
c8 < 4062.337 to the right, improve=6.632752, (0 missing)
c10 < 4620.756 to the right, improve=5.208333, (0 missing)
c3 < 3983.34 to the left, improve=2.855139, (0 missing)
c1 < 4266.799 to the right, improve=2.520833, (0 missing)
c12 < 4219.598 to the left, improve=2.461364, (0 missing)
Node number 61437: 111 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05405405 P(node) =0.01060678
class counts: 6 105
probabilities: 0.054 0.946
left son=122874 (3 obs) right son=122875 (108 obs)
Primary splits:
c13 < 4248.667 to the left, improve=2.3143140, (0 missing)
c16 < 4324.37 to the left, improve=1.8058970, (0 missing)
c11 < 4171.677 to the left, improve=1.6504170, (0 missing)
c5 < 4093.046 to the left, improve=0.8100669, (0 missing)
c2 < 4230.301 to the left, improve=0.8019008, (0 missing)
Node number 61438: 15 observations, complexity param=0.0001063603
predicted class=open expected loss=0.06666667 P(node) =0.001433349
class counts: 1 14
probabilities: 0.067 0.933
left son=122876 (1 obs) right son=122877 (14 obs)
Primary splits:
c7 < 4210.275 to the right, improve=1.8666670, (0 missing)
c9 < 4173.965 to the right, improve=1.8666670, (0 missing)
c12 < 4207.351 to the left, improve=1.8666670, (0 missing)
c4 < 4618.86 to the right, improve=0.8666667, (0 missing)
c13 < 4254.269 to the right, improve=0.8666667, (0 missing)
Node number 61439: 199 observations
predicted class=open expected loss=0 P(node) =0.01901577
class counts: 0 199
probabilities: 0.000 1.000
Node number 63556: 13 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.07692308 P(node) =0.001242236
class counts: 12 1
probabilities: 0.923 0.077
left son=127112 (11 obs) right son=127113 (2 obs)
Primary splits:
c6 < 4335.235 to the right, improve=0.8461538, (0 missing)
c2 < 4243.132 to the right, improve=0.5128205, (0 missing)
c5 < 4102.023 to the right, improve=0.5128205, (0 missing)
c8 < 4092.018 to the right, improve=0.5128205, (0 missing)
c11 < 4208.379 to the left, improve=0.5128205, (0 missing)
Node number 63557: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 63558: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 63559: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 63708: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 63709: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 63714: 10 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.3 P(node) =0.0009555662
class counts: 7 3
probabilities: 0.700 0.300
left son=127428 (4 obs) right son=127429 (6 obs)
Primary splits:
c4 < 4628.565 to the right, improve=1.200000, (0 missing)
c15 < 4596.804 to the right, improve=1.200000, (0 missing)
c9 < 4211.574 to the left, improve=1.152381, (0 missing)
c2 < 4258.102 to the right, improve=1.088889, (0 missing)
c6 < 4344.722 to the left, improve=1.088889, (0 missing)
Surrogate splits:
c3 < 3997.102 to the right, agree=0.9, adj=0.75, (0 split)
c15 < 4600.363 to the right, agree=0.9, adj=0.75, (0 split)
c8 < 4088.799 to the right, agree=0.8, adj=0.50, (0 split)
c9 < 4204.829 to the left, agree=0.8, adj=0.50, (0 split)
c12 < 4228.934 to the left, agree=0.8, adj=0.50, (0 split)
Node number 63715: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 64502: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 64503: 63 observations, complexity param=0.0002127207
predicted class=open expected loss=0.07936508 P(node) =0.006020067
class counts: 5 58
probabilities: 0.079 0.921
left son=129006 (1 obs) right son=129007 (62 obs)
Primary splits:
c15 < 4565.942 to the left, improve=1.7224780, (0 missing)
c10 < 4604.444 to the left, improve=0.7309394, (0 missing)
c5 < 4111.191 to the right, improve=0.7215007, (0 missing)
c13 < 4274.532 to the left, improve=0.6769374, (0 missing)
c8 < 4087.334 to the right, improve=0.6349206, (0 missing)
Node number 64508: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 64509: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 64956: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 64957: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 64958: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=129916 (1 obs) right son=129917 (3 obs)
Primary splits:
c6 < 4335.34 to the right, improve=1.5, (0 missing)
c7 < 4227.191 to the left, improve=1.5, (0 missing)
c8 < 4061.119 to the right, improve=1.5, (0 missing)
c10 < 4624.088 to the right, improve=1.5, (0 missing)
c11 < 4192.448 to the left, improve=1.5, (0 missing)
Node number 64959: 23 observations
predicted class=open expected loss=0 P(node) =0.002197802
class counts: 0 23
probabilities: 0.000 1.000
Node number 65516: 7 observations, complexity param=0.0002659009
predicted class=closed expected loss=0.4285714 P(node) =0.0006688963
class counts: 4 3
probabilities: 0.571 0.429
left son=131032 (4 obs) right son=131033 (3 obs)
Primary splits:
c3 < 4010.141 to the left, improve=3.428571, (0 missing)
c5 < 4125.868 to the right, improve=1.928571, (0 missing)
c8 < 4059.179 to the right, improve=1.928571, (0 missing)
c13 < 4266.286 to the right, improve=1.928571, (0 missing)
c16 < 4341.972 to the right, improve=1.928571, (0 missing)
Surrogate splits:
c5 < 4125.868 to the right, agree=0.857, adj=0.667, (0 split)
c7 < 4222.332 to the right, agree=0.857, adj=0.667, (0 split)
c8 < 4059.179 to the right, agree=0.857, adj=0.667, (0 split)
c13 < 4266.286 to the right, agree=0.857, adj=0.667, (0 split)
c16 < 4341.972 to the right, agree=0.857, adj=0.667, (0 split)
Node number 65517: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 65518: 2 observations, complexity param=0.0001701766
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=131036 (1 obs) right son=131037 (1 obs)
Primary splits:
c1 < 4270.035 to the right, improve=1, (0 missing)
c2 < 4273.204 to the left, improve=1, (0 missing)
c3 < 3995.568 to the left, improve=1, (0 missing)
c4 < 4628.636 to the left, improve=1, (0 missing)
c5 < 4122.148 to the left, improve=1, (0 missing)
Node number 65519: 127 observations, complexity param=0.0001701766
predicted class=open expected loss=0.03149606 P(node) =0.01213569
class counts: 4 123
probabilities: 0.031 0.969
left son=131038 (21 obs) right son=131039 (106 obs)
Primary splits:
c5 < 4102.971 to the left, improve=0.6240423, (0 missing)
c3 < 3980.47 to the left, improve=0.5480315, (0 missing)
c7 < 4232.141 to the right, improve=0.5285193, (0 missing)
c6 < 4336.05 to the left, improve=0.4922175, (0 missing)
c16 < 4347.912 to the right, improve=0.4876393, (0 missing)
Surrogate splits:
c2 < 4233.907 to the left, agree=0.858, adj=0.143, (0 split)
c1 < 4258.487 to the left, agree=0.850, adj=0.095, (0 split)
c10 < 4627.008 to the right, agree=0.843, adj=0.048, (0 split)
Node number 65524: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 65525: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 65530: 16 observations, complexity param=0.0001595405
predicted class=open expected loss=0.25 P(node) =0.001528906
class counts: 4 12
probabilities: 0.250 0.750
left son=131060 (2 obs) right son=131061 (14 obs)
Primary splits:
c2 < 4249.03 to the left, improve=2.571429, (0 missing)
c3 < 3978.228 to the left, improve=2.571429, (0 missing)
c6 < 4330.891 to the left, improve=2.571429, (0 missing)
c12 < 4244.017 to the right, improve=2.571429, (0 missing)
c5 < 4108.381 to the left, improve=1.781818, (0 missing)
Surrogate splits:
c12 < 4244.017 to the right, agree=1.000, adj=1.0, (0 split)
c4 < 4626.944 to the left, agree=0.938, adj=0.5, (0 split)
Node number 65531: 93 observations, complexity param=0.0001063603
predicted class=open expected loss=0.03225806 P(node) =0.008886765
class counts: 3 90
probabilities: 0.032 0.968
left son=131062 (2 obs) right son=131063 (91 obs)
Primary splits:
c11 < 4225.37 to the right, improve=0.8943637, (0 missing)
c6 < 4359.804 to the right, improve=0.5620072, (0 missing)
c16 < 4360.055 to the right, improve=0.4031966, (0 missing)
c8 < 4066.031 to the left, improve=0.3064516, (0 missing)
c1 < 4300.582 to the right, improve=0.2545313, (0 missing)
Node number 65532: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 65533: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 65534: 31 observations, complexity param=0.0001063603
predicted class=open expected loss=0.06451613 P(node) =0.002962255
class counts: 2 29
probabilities: 0.065 0.935
left son=131068 (1 obs) right son=131069 (30 obs)
Primary splits:
c11 < 4213.674 to the left, improve=1.8086020, (0 missing)
c13 < 4264.798 to the left, improve=1.8086020, (0 missing)
c6 < 4358.028 to the right, improve=0.8109010, (0 missing)
c7 < 4229.131 to the left, improve=0.6308244, (0 missing)
c3 < 4018.263 to the right, improve=0.5419355, (0 missing)
Node number 65535: 259 observations
predicted class=open expected loss=0 P(node) =0.02474916
class counts: 0 259
probabilities: 0.000 1.000
Node number 90240: 89 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.02247191 P(node) =0.008504539
class counts: 87 2
probabilities: 0.978 0.022
left son=180480 (74 obs) right son=180481 (15 obs)
Primary splits:
c5 < 4138.095 to the left, improve=0.4434457, (0 missing)
c2 < 4294.51 to the left, improve=0.4336418, (0 missing)
c7 < 4221.831 to the right, improve=0.3339219, (0 missing)
c10 < 4598.007 to the right, improve=0.2675421, (0 missing)
c1 < 4335.797 to the left, improve=0.1681769, (0 missing)
Surrogate splits:
c10 < 4651.417 to the left, agree=0.854, adj=0.133, (0 split)
Node number 90241: 10 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3 P(node) =0.0009555662
class counts: 7 3
probabilities: 0.700 0.300
left son=180482 (6 obs) right son=180483 (4 obs)
Primary splits:
c2 < 4282.905 to the right, improve=2.70, (0 missing)
c6 < 4349.415 to the left, improve=2.45, (0 missing)
c13 < 4303.307 to the left, improve=2.45, (0 missing)
c5 < 4127.72 to the right, improve=1.80, (0 missing)
c8 < 4074.368 to the left, improve=1.80, (0 missing)
Surrogate splits:
c4 < 4615.961 to the right, agree=0.9, adj=0.75, (0 split)
c15 < 4612.244 to the right, agree=0.9, adj=0.75, (0 split)
c6 < 4349.415 to the left, agree=0.8, adj=0.50, (0 split)
c13 < 4303.307 to the left, agree=0.8, adj=0.50, (0 split)
c16 < 4378.598 to the right, agree=0.8, adj=0.50, (0 split)
Node number 90248: 34 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.08823529 P(node) =0.003248925
class counts: 31 3
probabilities: 0.912 0.088
left son=180496 (33 obs) right son=180497 (1 obs)
Primary splits:
c11 < 4199.139 to the right, improve=1.7130120, (0 missing)
c12 < 4215.558 to the right, improve=1.4705880, (0 missing)
c7 < 4243.439 to the left, improve=1.1395540, (0 missing)
c16 < 4385.732 to the left, improve=1.1395540, (0 missing)
c4 < 4614.722 to the left, improve=0.6875195, (0 missing)
Node number 90249: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=180498 (1 obs) right son=180499 (3 obs)
Primary splits:
c1 < 4343.91 to the right, improve=1.5, (0 missing)
c2 < 4265.62 to the left, improve=1.5, (0 missing)
c3 < 3993.569 to the left, improve=1.5, (0 missing)
c5 < 4123.114 to the left, improve=1.5, (0 missing)
c6 < 4349.926 to the right, improve=1.5, (0 missing)
Node number 90254: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 90255: 9 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.0008600096
class counts: 1 8
probabilities: 0.111 0.889
left son=180510 (1 obs) right son=180511 (8 obs)
Primary splits:
c3 < 3997.629 to the left, improve=1.7777780, (0 missing)
c5 < 4109.859 to the left, improve=1.7777780, (0 missing)
c11 < 4221.534 to the right, improve=1.7777780, (0 missing)
c16 < 4383.748 to the right, improve=1.7777780, (0 missing)
c6 < 4347.23 to the right, improve=0.7777778, (0 missing)
Node number 90288: 25 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.04 P(node) =0.002388915
class counts: 24 1
probabilities: 0.960 0.040
left son=180576 (21 obs) right son=180577 (4 obs)
Primary splits:
c8 < 4053.92 to the right, improve=0.4200000, (0 missing)
c16 < 4381.047 to the left, improve=0.3200000, (0 missing)
c12 < 4239.796 to the left, improve=0.2533333, (0 missing)
c4 < 4613.636 to the left, improve=0.2057143, (0 missing)
c6 < 4324.463 to the right, improve=0.2057143, (0 missing)
Surrogate splits:
c15 < 4621.696 to the left, agree=0.92, adj=0.50, (0 split)
c5 < 4123.076 to the left, agree=0.88, adj=0.25, (0 split)
Node number 90289: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 90300: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 90301: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 90370: 12 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.08333333 P(node) =0.001146679
class counts: 11 1
probabilities: 0.917 0.083
left son=180740 (11 obs) right son=180741 (1 obs)
Primary splits:
c3 < 4018.145 to the left, improve=1.8333330, (0 missing)
c9 < 4198.234 to the left, improve=1.8333330, (0 missing)
c15 < 4614.677 to the left, improve=1.8333330, (0 missing)
c4 < 4609.081 to the left, improve=0.8333333, (0 missing)
c5 < 4110.999 to the right, improve=0.8333333, (0 missing)
Node number 90371: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 90412: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 90413: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 92066: 12 observations, complexity param=0.000319081
predicted class=closed expected loss=0.25 P(node) =0.001146679
class counts: 9 3
probabilities: 0.750 0.250
left son=184132 (6 obs) right son=184133 (6 obs)
Primary splits:
c4 < 4608.525 to the left, improve=1.500000, (0 missing)
c1 < 4416.854 to the left, improve=1.227273, (0 missing)
c3 < 4057.52 to the left, improve=1.227273, (0 missing)
c5 < 4152.419 to the left, improve=1.227273, (0 missing)
c7 < 4241.917 to the left, improve=1.227273, (0 missing)
Surrogate splits:
c2 < 4278.104 to the right, agree=0.917, adj=0.833, (0 split)
c6 < 4334.789 to the left, agree=0.917, adj=0.833, (0 split)
c1 < 4390.434 to the right, agree=0.833, adj=0.667, (0 split)
c7 < 4229.686 to the right, agree=0.833, adj=0.667, (0 split)
c13 < 4297.827 to the right, agree=0.833, adj=0.667, (0 split)
Node number 92067: 11 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2727273 P(node) =0.001051123
class counts: 3 8
probabilities: 0.273 0.727
left son=184134 (2 obs) right son=184135 (9 obs)
Primary splits:
c11 < 4190.743 to the left, improve=2.585859, (0 missing)
c6 < 4324.388 to the left, improve=1.963636, (0 missing)
c16 < 4387.681 to the right, improve=1.363636, (0 missing)
c9 < 4183.477 to the left, improve=1.280303, (0 missing)
c15 < 4611.925 to the left, improve=1.280303, (0 missing)
Surrogate splits:
c4 < 4606.817 to the right, agree=0.909, adj=0.5, (0 split)
c9 < 4183.477 to the left, agree=0.909, adj=0.5, (0 split)
c15 < 4611.925 to the left, agree=0.909, adj=0.5, (0 split)
Node number 93184: 58 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.01724138 P(node) =0.005542284
class counts: 57 1
probabilities: 0.983 0.017
left son=186368 (54 obs) right son=186369 (4 obs)
Primary splits:
c10 < 4620.439 to the right, improve=0.4655172, (0 missing)
c15 < 4633.051 to the left, improve=0.2155172, (0 missing)
c2 < 4267.568 to the right, improve=0.1655172, (0 missing)
c3 < 4007.413 to the right, improve=0.1655172, (0 missing)
c4 < 4619.303 to the right, improve=0.1655172, (0 missing)
Node number 93185: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=186370 (3 obs) right son=186371 (3 obs)
Primary splits:
c10 < 4627.69 to the left, improve=3.0, (0 missing)
c1 < 4304.988 to the right, improve=1.5, (0 missing)
c3 < 4024.662 to the right, improve=1.5, (0 missing)
c5 < 4153.504 to the right, improve=1.5, (0 missing)
c6 < 4342.117 to the left, improve=1.5, (0 missing)
Surrogate splits:
c1 < 4304.988 to the right, agree=0.833, adj=0.667, (0 split)
c3 < 4024.662 to the right, agree=0.833, adj=0.667, (0 split)
c5 < 4153.504 to the right, agree=0.833, adj=0.667, (0 split)
c6 < 4342.117 to the left, agree=0.833, adj=0.667, (0 split)
c8 < 4066.558 to the left, agree=0.833, adj=0.667, (0 split)
Node number 93186: 10 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2 P(node) =0.0009555662
class counts: 8 2
probabilities: 0.800 0.200
left son=186372 (7 obs) right son=186373 (3 obs)
Primary splits:
c9 < 4217.344 to the left, improve=1.866667, (0 missing)
c6 < 4338.5 to the right, improve=1.422222, (0 missing)
c10 < 4618.679 to the left, improve=1.422222, (0 missing)
c11 < 4203.719 to the right, improve=1.422222, (0 missing)
c4 < 4625.031 to the left, improve=1.200000, (0 missing)
Surrogate splits:
c11 < 4207.242 to the right, agree=0.9, adj=0.667, (0 split)
Node number 93187: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 93188: 150 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.2866667 P(node) =0.01433349
class counts: 107 43
probabilities: 0.713 0.287
left son=186376 (19 obs) right son=186377 (131 obs)
Primary splits:
c2 < 4285.657 to the right, improve=3.575674, (0 missing)
c12 < 4213.333 to the right, improve=3.453201, (0 missing)
c4 < 4625.019 to the left, improve=3.192597, (0 missing)
c15 < 4588.421 to the left, improve=3.151178, (0 missing)
c16 < 4391.819 to the left, improve=3.115374, (0 missing)
Surrogate splits:
c1 < 4335.849 to the right, agree=0.88, adj=0.053, (0 split)
Node number 93189: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 93196: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 93197: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 93198: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 93199: 14 observations
predicted class=open expected loss=0 P(node) =0.001337793
class counts: 0 14
probabilities: 0.000 1.000
Node number 93304: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 93305: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 93310: 24 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.002293359
class counts: 4 20
probabilities: 0.167 0.833
left son=186620 (8 obs) right son=186621 (16 obs)
Primary splits:
c9 < 4216.63 to the left, improve=2.666667, (0 missing)
c15 < 4612.976 to the left, improve=2.371930, (0 missing)
c1 < 4311.353 to the left, improve=1.866667, (0 missing)
c7 < 4246.38 to the left, improve=1.866667, (0 missing)
c16 < 4372.48 to the left, improve=1.575758, (0 missing)
Surrogate splits:
c15 < 4614.482 to the left, agree=0.792, adj=0.375, (0 split)
c5 < 4129.282 to the left, agree=0.750, adj=0.250, (0 split)
c12 < 4233.802 to the right, agree=0.750, adj=0.250, (0 split)
c1 < 4309.036 to the left, agree=0.708, adj=0.125, (0 split)
c7 < 4247.323 to the left, agree=0.708, adj=0.125, (0 split)
Node number 93311: 41 observations
predicted class=open expected loss=0 P(node) =0.003917821
class counts: 0 41
probabilities: 0.000 1.000
Node number 93376: 17 observations
predicted class=closed expected loss=0 P(node) =0.001624462
class counts: 17 0
probabilities: 1.000 0.000
Node number 93377: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 93378: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 93379: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 93438: 4 observations, complexity param=0.000273498
predicted class=closed expected loss=0.5 P(node) =0.0003822265
class counts: 2 2
probabilities: 0.500 0.500
left son=186876 (2 obs) right son=186877 (2 obs)
Primary splits:
c1 < 4301.797 to the right, improve=2, (0 missing)
c2 < 4269.194 to the left, improve=2, (0 missing)
c3 < 4013.3 to the right, improve=2, (0 missing)
c7 < 4235.764 to the left, improve=2, (0 missing)
c9 < 4197.806 to the left, improve=2, (0 missing)
Surrogate splits:
c2 < 4269.194 to the left, agree=1, adj=1, (0 split)
c3 < 4013.3 to the right, agree=1, adj=1, (0 split)
c7 < 4235.764 to the left, agree=1, adj=1, (0 split)
c9 < 4197.806 to the left, agree=1, adj=1, (0 split)
c10 < 4616.433 to the left, agree=1, adj=1, (0 split)
Node number 93439: 114 observations, complexity param=0.000273498
predicted class=open expected loss=0.0877193 P(node) =0.01089345
class counts: 10 104
probabilities: 0.088 0.912
left son=186878 (50 obs) right son=186879 (64 obs)
Primary splits:
c10 < 4619.052 to the right, improve=1.5168640, (0 missing)
c6 < 4337.595 to the right, improve=0.7060777, (0 missing)
c2 < 4262.069 to the left, improve=0.6920426, (0 missing)
c4 < 4621.509 to the left, improve=0.6558704, (0 missing)
c13 < 4283.05 to the left, improve=0.6315789, (0 missing)
Surrogate splits:
c9 < 4202.747 to the right, agree=0.702, adj=0.32, (0 split)
c5 < 4105.521 to the left, agree=0.640, adj=0.18, (0 split)
c7 < 4248.866 to the right, agree=0.632, adj=0.16, (0 split)
c4 < 4628.454 to the right, agree=0.623, adj=0.14, (0 split)
c8 < 4085.054 to the right, agree=0.623, adj=0.14, (0 split)
Node number 94204: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 94205: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 94206: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=188412 (1 obs) right son=188413 (2 obs)
Primary splits:
c1 < 4302.202 to the right, improve=1.333333, (0 missing)
c3 < 4008.432 to the right, improve=1.333333, (0 missing)
c4 < 4629.001 to the right, improve=1.333333, (0 missing)
c5 < 4122.704 to the right, improve=1.333333, (0 missing)
c7 < 4217.325 to the right, improve=1.333333, (0 missing)
Node number 94207: 127 observations, complexity param=0.0001063603
predicted class=open expected loss=0.007874016 P(node) =0.01213569
class counts: 1 126
probabilities: 0.008 0.992
left son=188414 (8 obs) right son=188415 (119 obs)
Primary splits:
c1 < 4291.875 to the left, improve=0.23425200, (0 missing)
c12 < 4209.661 to the left, improve=0.12710910, (0 missing)
c6 < 4348.661 to the right, improve=0.10189900, (0 missing)
c11 < 4218.432 to the right, improve=0.08951513, (0 missing)
c13 < 4277.673 to the left, improve=0.07120849, (0 missing)
Surrogate splits:
c16 < 4364.208 to the left, agree=0.953, adj=0.25, (0 split)
Node number 99138: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 99139: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 99142: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 99143: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 100898: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 100899: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 102946: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 102947: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 102974: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=205948 (1 obs) right son=205949 (1 obs)
Primary splits:
c1 < 4273.55 to the right, improve=1, (0 missing)
c2 < 4243.228 to the right, improve=1, (0 missing)
c3 < 4020.915 to the left, improve=1, (0 missing)
c4 < 4618.831 to the right, improve=1, (0 missing)
c5 < 4113.43 to the right, improve=1, (0 missing)
Node number 102975: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 106476: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 106477: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 106478: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=212956 (1 obs) right son=212957 (1 obs)
Primary splits:
c1 < 4283.685 to the left, improve=1, (0 missing)
c2 < 4229.248 to the right, improve=1, (0 missing)
c3 < 3992.743 to the left, improve=1, (0 missing)
c4 < 4620.345 to the left, improve=1, (0 missing)
c5 < 4116.72 to the right, improve=1, (0 missing)
Node number 106479: 34 observations
predicted class=open expected loss=0 P(node) =0.003248925
class counts: 0 34
probabilities: 0.000 1.000
Node number 111104: 43 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.04651163 P(node) =0.004108935
class counts: 41 2
probabilities: 0.953 0.047
left son=222208 (42 obs) right son=222209 (1 obs)
Primary splits:
c16 < 4362.284 to the left, improve=1.8615730, (0 missing)
c5 < 4090.986 to the right, improve=0.8627340, (0 missing)
c8 < 4039.078 to the right, improve=0.4293381, (0 missing)
c7 < 4223.592 to the left, improve=0.2845417, (0 missing)
c10 < 4601.51 to the right, improve=0.2139535, (0 missing)
Node number 111105: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 111106: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 111107: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 112120: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 112121: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 116226: 130 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.1846154 P(node) =0.01242236
class counts: 106 24
probabilities: 0.815 0.185
left son=232452 (22 obs) right son=232453 (108 obs)
Primary splits:
c16 < 4353.88 to the right, improve=1.805128, (0 missing)
c9 < 4189.421 to the left, improve=1.694997, (0 missing)
c5 < 4107.829 to the right, improve=1.611189, (0 missing)
c8 < 4063.282 to the left, improve=1.379841, (0 missing)
c6 < 4307.177 to the right, improve=1.340012, (0 missing)
Surrogate splits:
c1 < 4295.907 to the right, agree=0.854, adj=0.136, (0 split)
c7 < 4240.038 to the right, agree=0.854, adj=0.136, (0 split)
c4 < 4593.158 to the left, agree=0.846, adj=0.091, (0 split)
c13 < 4286.629 to the right, agree=0.846, adj=0.091, (0 split)
c15 < 4614.237 to the right, agree=0.846, adj=0.091, (0 split)
Node number 116227: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 116232: 38 observations, complexity param=0.000319081
predicted class=closed expected loss=0.1052632 P(node) =0.003631151
class counts: 34 4
probabilities: 0.895 0.105
left son=232464 (24 obs) right son=232465 (14 obs)
Primary splits:
c6 < 4328.855 to the right, improve=1.4436090, (0 missing)
c9 < 4191.911 to the left, improve=0.7578947, (0 missing)
c13 < 4271.488 to the left, improve=0.7348178, (0 missing)
c16 < 4333.36 to the right, improve=0.6578947, (0 missing)
c4 < 4610.283 to the left, improve=0.6225101, (0 missing)
Surrogate splits:
c3 < 3995.457 to the right, agree=0.737, adj=0.286, (0 split)
c10 < 4593.263 to the right, agree=0.737, adj=0.286, (0 split)
c12 < 4242.646 to the left, agree=0.737, adj=0.286, (0 split)
c4 < 4594.297 to the right, agree=0.711, adj=0.214, (0 split)
c11 < 4171.179 to the right, agree=0.711, adj=0.214, (0 split)
Node number 116233: 7 observations, complexity param=0.0004254414
predicted class=open expected loss=0.4285714 P(node) =0.0006688963
class counts: 3 4
probabilities: 0.429 0.571
left son=232466 (3 obs) right son=232467 (4 obs)
Primary splits:
c12 < 4209.22 to the left, improve=3.428571, (0 missing)
c3 < 3997.959 to the left, improve=1.928571, (0 missing)
c4 < 4610.813 to the right, improve=1.928571, (0 missing)
c13 < 4262.354 to the right, improve=1.928571, (0 missing)
c5 < 4107.13 to the right, improve=1.828571, (0 missing)
Surrogate splits:
c3 < 3995.65 to the left, agree=0.857, adj=0.667, (0 split)
c4 < 4610.813 to the right, agree=0.857, adj=0.667, (0 split)
c5 < 4107.13 to the right, agree=0.857, adj=0.667, (0 split)
c13 < 4262.354 to the right, agree=0.857, adj=0.667, (0 split)
c1 < 4292.893 to the left, agree=0.714, adj=0.333, (0 split)
Node number 116234: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 116235: 14 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1428571 P(node) =0.001337793
class counts: 2 12
probabilities: 0.143 0.857
left son=232470 (2 obs) right son=232471 (12 obs)
Primary splits:
c5 < 4099.153 to the left, improve=3.4285710, (0 missing)
c16 < 4360.22 to the right, improve=1.5824180, (0 missing)
c3 < 3992.357 to the left, improve=1.4285710, (0 missing)
c6 < 4330.855 to the right, improve=1.0285710, (0 missing)
c11 < 4194.005 to the left, improve=0.7619048, (0 missing)
Node number 116240: 28 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.03571429 P(node) =0.002675585
class counts: 27 1
probabilities: 0.964 0.036
left son=232480 (27 obs) right son=232481 (1 obs)
Primary splits:
c12 < 4197.847 to the right, improve=1.9285710, (0 missing)
c15 < 4577.44 to the right, improve=0.4285714, (0 missing)
c11 < 4186.043 to the right, improve=0.3285714, (0 missing)
c6 < 4328.723 to the right, improve=0.2619048, (0 missing)
c7 < 4216.9 to the right, improve=0.2619048, (0 missing)
Node number 116241: 5 observations, complexity param=0.000319081
predicted class=open expected loss=0.4 P(node) =0.0004777831
class counts: 2 3
probabilities: 0.400 0.600
left son=232482 (2 obs) right son=232483 (3 obs)
Primary splits:
c7 < 4216.453 to the left, improve=2.4, (0 missing)
c10 < 4605.504 to the left, improve=2.4, (0 missing)
c11 < 4182.731 to the left, improve=2.4, (0 missing)
c15 < 4585.942 to the left, improve=2.4, (0 missing)
c16 < 4336.999 to the left, improve=2.4, (0 missing)
Surrogate splits:
c10 < 4605.504 to the left, agree=1.0, adj=1.0, (0 split)
c11 < 4182.731 to the left, agree=1.0, adj=1.0, (0 split)
c15 < 4585.942 to the left, agree=1.0, adj=1.0, (0 split)
c16 < 4336.999 to the left, agree=1.0, adj=1.0, (0 split)
c2 < 4262.502 to the left, agree=0.8, adj=0.5, (0 split)
Node number 116248: 22 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1363636 P(node) =0.002102246
class counts: 19 3
probabilities: 0.864 0.136
left son=232496 (21 obs) right son=232497 (1 obs)
Primary splits:
c2 < 4274.915 to the left, improve=1.562771, (0 missing)
c10 < 4631.722 to the left, improve=1.562771, (0 missing)
c11 < 4184.064 to the right, improve=1.562771, (0 missing)
c15 < 4610.303 to the left, improve=1.562771, (0 missing)
c16 < 4363.712 to the left, improve=1.562771, (0 missing)
Node number 116249: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 116250: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 116251: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2 P(node) =0.0009555662
class counts: 2 8
probabilities: 0.200 0.800
left son=232502 (1 obs) right son=232503 (9 obs)
Primary splits:
c1 < 4295.999 to the right, improve=1.422222, (0 missing)
c5 < 4098.263 to the left, improve=1.422222, (0 missing)
c7 < 4211.814 to the left, improve=1.422222, (0 missing)
c8 < 4058.93 to the right, improve=1.422222, (0 missing)
c11 < 4161.955 to the left, improve=1.422222, (0 missing)
Node number 116252: 19 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1578947 P(node) =0.001815576
class counts: 16 3
probabilities: 0.842 0.158
left son=232504 (16 obs) right son=232505 (3 obs)
Primary splits:
c5 < 4093.102 to the right, improve=1.844298, (0 missing)
c11 < 4178.389 to the right, improve=1.844298, (0 missing)
c9 < 4212.057 to the left, improve=1.844298, (0 missing)
c6 < 4317.267 to the right, improve=1.497076, (0 missing)
c7 < 4248.841 to the left, improve=1.497076, (0 missing)
Surrogate splits:
c11 < 4168.869 to the right, agree=0.947, adj=0.667, (0 split)
c9 < 4212.057 to the left, agree=0.895, adj=0.333, (0 split)
Node number 116253: 51 observations, complexity param=0.001276324
predicted class=open expected loss=0.3529412 P(node) =0.004873387
class counts: 18 33
probabilities: 0.353 0.647
left son=232506 (16 obs) right son=232507 (35 obs)
Primary splits:
c9 < 4191.305 to the left, improve=5.219118, (0 missing)
c15 < 4605.692 to the right, improve=3.138562, (0 missing)
c10 < 4599.558 to the left, improve=2.991792, (0 missing)
c1 < 4296.684 to the right, improve=2.669118, (0 missing)
c12 < 4225.352 to the left, improve=2.387285, (0 missing)
Surrogate splits:
c10 < 4608.457 to the left, agree=0.804, adj=0.375, (0 split)
c7 < 4211.248 to the left, agree=0.784, adj=0.312, (0 split)
c6 < 4343.722 to the right, agree=0.765, adj=0.250, (0 split)
c15 < 4602.661 to the right, agree=0.765, adj=0.250, (0 split)
c11 < 4167.443 to the left, agree=0.745, adj=0.188, (0 split)
Node number 116254: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 116255: 39 observations, complexity param=0.000319081
predicted class=open expected loss=0.1538462 P(node) =0.003726708
class counts: 6 33
probabilities: 0.154 0.846
left son=232510 (5 obs) right son=232511 (34 obs)
Primary splits:
c10 < 4632.138 to the right, improve=2.283258, (0 missing)
c2 < 4258.75 to the left, improve=1.805275, (0 missing)
c15 < 4591.733 to the left, improve=1.699301, (0 missing)
c3 < 3997.508 to the right, improve=1.469636, (0 missing)
c4 < 4600.858 to the left, improve=1.469636, (0 missing)
Node number 116284: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 116285: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 116286: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=232572 (1 obs) right son=232573 (1 obs)
Primary splits:
c1 < 4285.026 to the right, improve=1, (0 missing)
c2 < 4240.496 to the right, improve=1, (0 missing)
c3 < 4021.77 to the left, improve=1, (0 missing)
c4 < 4601.514 to the right, improve=1, (0 missing)
c5 < 4109.788 to the right, improve=1, (0 missing)
Node number 116287: 29 observations
predicted class=open expected loss=0 P(node) =0.002771142
class counts: 0 29
probabilities: 0.000 1.000
Node number 116300: 42 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2857143 P(node) =0.004013378
class counts: 30 12
probabilities: 0.714 0.286
left son=232600 (40 obs) right son=232601 (2 obs)
Primary splits:
c4 < 4599.56 to the right, improve=2.142857, (0 missing)
c13 < 4257.306 to the right, improve=2.142857, (0 missing)
c1 < 4286.651 to the left, improve=1.870130, (0 missing)
c3 < 3999.152 to the left, improve=1.641531, (0 missing)
c9 < 4201.666 to the left, improve=1.613445, (0 missing)
Node number 116301: 59 observations, complexity param=0.001010423
predicted class=open expected loss=0.4067797 P(node) =0.00563784
class counts: 24 35
probabilities: 0.407 0.593
left son=232602 (18 obs) right son=232603 (41 obs)
Primary splits:
c11 < 4186.549 to the left, improve=5.154793, (0 missing)
c16 < 4348.83 to the right, improve=5.095629, (0 missing)
c9 < 4182.163 to the left, improve=3.549044, (0 missing)
c4 < 4599.936 to the left, improve=3.020031, (0 missing)
c7 < 4205.304 to the left, improve=3.020031, (0 missing)
Surrogate splits:
c1 < 4301.144 to the right, agree=0.797, adj=0.333, (0 split)
c4 < 4601.103 to the left, agree=0.780, adj=0.278, (0 split)
c7 < 4205.304 to the left, agree=0.763, adj=0.222, (0 split)
c10 < 4586.024 to the left, agree=0.763, adj=0.222, (0 split)
c9 < 4177.293 to the left, agree=0.746, adj=0.167, (0 split)
Node number 116304: 10 observations
predicted class=closed expected loss=0 P(node) =0.0009555662
class counts: 10 0
probabilities: 1.000 0.000
Node number 116305: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 116316: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 116317: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 116318: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 116319: 47 observations, complexity param=0.0002127207
predicted class=open expected loss=0.106383 P(node) =0.004491161
class counts: 5 42
probabilities: 0.106 0.894
left son=232638 (1 obs) right son=232639 (46 obs)
Primary splits:
c10 < 4627.606 to the right, improve=1.6318220, (0 missing)
c16 < 4362.361 to the right, improve=1.6318220, (0 missing)
c4 < 4612.963 to the right, improve=0.7947561, (0 missing)
c11 < 4192.7 to the left, improve=0.7829135, (0 missing)
c15 < 4593.805 to the left, improve=0.7218845, (0 missing)
Node number 116320: 24 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.08333333 P(node) =0.002293359
class counts: 22 2
probabilities: 0.917 0.083
left son=232640 (17 obs) right son=232641 (7 obs)
Primary splits:
c6 < 4329.754 to the right, improve=0.8095238, (0 missing)
c7 < 4235.754 to the right, improve=0.4666667, (0 missing)
c8 < 4072.616 to the right, improve=0.4666667, (0 missing)
c4 < 4613.748 to the left, improve=0.4285714, (0 missing)
c1 < 4293.395 to the left, improve=0.3333333, (0 missing)
Surrogate splits:
c5 < 4114.707 to the right, agree=0.833, adj=0.429, (0 split)
c9 < 4217.715 to the left, agree=0.750, adj=0.143, (0 split)
c10 < 4627.721 to the left, agree=0.750, adj=0.143, (0 split)
c12 < 4217.066 to the right, agree=0.750, adj=0.143, (0 split)
c13 < 4279.487 to the left, agree=0.750, adj=0.143, (0 split)
Node number 116321: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.5 P(node) =0.0003822265
class counts: 2 2
probabilities: 0.500 0.500
left son=232642 (2 obs) right son=232643 (2 obs)
Primary splits:
c6 < 4342.527 to the left, improve=2.0000000, (0 missing)
c12 < 4224.81 to the left, improve=2.0000000, (0 missing)
c1 < 4279.641 to the right, improve=0.6666667, (0 missing)
c2 < 4255.819 to the left, improve=0.6666667, (0 missing)
c3 < 4002.142 to the left, improve=0.6666667, (0 missing)
Surrogate splits:
c12 < 4224.81 to the left, agree=1, adj=1, (0 split)
Node number 116322: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 116323: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 116324: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 116325: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 116328: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 116329: 9 observations, complexity param=0.0004254414
predicted class=open expected loss=0.4444444 P(node) =0.0008600096
class counts: 4 5
probabilities: 0.444 0.556
left son=232658 (5 obs) right son=232659 (4 obs)
Primary splits:
c10 < 4626.644 to the right, improve=2.844444, (0 missing)
c5 < 4118.914 to the right, improve=1.777778, (0 missing)
c6 < 4327.408 to the right, improve=1.777778, (0 missing)
c9 < 4209.124 to the right, improve=1.777778, (0 missing)
c15 < 4613.604 to the left, improve=1.777778, (0 missing)
Surrogate splits:
c9 < 4209.124 to the right, agree=0.889, adj=0.75, (0 split)
c15 < 4613.604 to the left, agree=0.889, adj=0.75, (0 split)
c2 < 4265.638 to the left, agree=0.778, adj=0.50, (0 split)
c6 < 4319.368 to the right, agree=0.778, adj=0.50, (0 split)
c16 < 4353.468 to the left, agree=0.778, adj=0.50, (0 split)
Node number 116330: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 116331: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 116344: 10 observations
predicted class=closed expected loss=0 P(node) =0.0009555662
class counts: 10 0
probabilities: 1.000 0.000
Node number 116345: 18 observations, complexity param=0.0006381621
predicted class=open expected loss=0.4444444 P(node) =0.001720019
class counts: 8 10
probabilities: 0.444 0.556
left son=232690 (12 obs) right son=232691 (6 obs)
Primary splits:
c9 < 4194.104 to the right, improve=3.555556, (0 missing)
c5 < 4115.082 to the right, improve=2.735043, (0 missing)
c10 < 4601.278 to the right, improve=2.735043, (0 missing)
c3 < 3998.204 to the right, improve=2.222222, (0 missing)
c6 < 4323.757 to the right, improve=2.031746, (0 missing)
Surrogate splits:
c10 < 4601.278 to the right, agree=0.944, adj=0.833, (0 split)
c5 < 4115.082 to the right, agree=0.833, adj=0.500, (0 split)
c4 < 4608.072 to the right, agree=0.778, adj=0.333, (0 split)
c6 < 4318.968 to the right, agree=0.778, adj=0.333, (0 split)
c7 < 4205.558 to the right, agree=0.778, adj=0.333, (0 split)
Node number 116346: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 116347: 47 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1914894 P(node) =0.004491161
class counts: 9 38
probabilities: 0.191 0.809
left son=232694 (2 obs) right son=232695 (45 obs)
Primary splits:
c11 < 4186.894 to the right, improve=2.730969, (0 missing)
c7 < 4203.766 to the left, improve=1.447131, (0 missing)
c16 < 4355.772 to the right, improve=1.388486, (0 missing)
c9 < 4171.239 to the left, improve=1.335800, (0 missing)
c15 < 4590.848 to the left, improve=1.327737, (0 missing)
Node number 116350: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 116351: 167 observations, complexity param=0.0004786216
predicted class=open expected loss=0.1676647 P(node) =0.01595796
class counts: 28 139
probabilities: 0.168 0.832
left son=232702 (127 obs) right son=232703 (40 obs)
Primary splits:
c16 < 4341.199 to the right, improve=2.957235, (0 missing)
c12 < 4229.971 to the left, improve=1.820872, (0 missing)
c15 < 4592.136 to the left, improve=1.676363, (0 missing)
c1 < 4263.4 to the left, improve=1.393911, (0 missing)
c2 < 4281.818 to the right, improve=1.393911, (0 missing)
Surrogate splits:
c1 < 4277.199 to the right, agree=0.814, adj=0.225, (0 split)
c8 < 4065.325 to the right, agree=0.784, adj=0.100, (0 split)
c5 < 4144.772 to the left, agree=0.772, adj=0.050, (0 split)
c7 < 4206.666 to the right, agree=0.772, adj=0.050, (0 split)
c9 < 4177.962 to the right, agree=0.772, adj=0.050, (0 split)
Node number 116354: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 116355: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 116416: 92 observations, complexity param=0.0005672552
predicted class=closed expected loss=0.2608696 P(node) =0.008791209
class counts: 68 24
probabilities: 0.739 0.261
left son=232832 (32 obs) right son=232833 (60 obs)
Primary splits:
c2 < 4264.766 to the right, improve=2.740761, (0 missing)
c5 < 4121.634 to the right, improve=2.652864, (0 missing)
c1 < 4310.557 to the left, improve=2.233816, (0 missing)
c4 < 4622.863 to the left, improve=2.233816, (0 missing)
c8 < 4073.991 to the left, improve=1.980724, (0 missing)
Surrogate splits:
c8 < 4056.144 to the left, agree=0.707, adj=0.156, (0 split)
c13 < 4287.431 to the right, agree=0.707, adj=0.156, (0 split)
c1 < 4301.446 to the right, agree=0.685, adj=0.094, (0 split)
c3 < 3976.431 to the left, agree=0.674, adj=0.062, (0 split)
c5 < 4142.522 to the right, agree=0.674, adj=0.062, (0 split)
Node number 116417: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 116424: 35 observations, complexity param=0.000319081
predicted class=closed expected loss=0.2285714 P(node) =0.003344482
class counts: 27 8
probabilities: 0.771 0.229
left son=232848 (13 obs) right son=232849 (22 obs)
Primary splits:
c1 < 4297.638 to the left, improve=2.161039, (0 missing)
c16 < 4357.955 to the left, improve=1.528042, (0 missing)
c2 < 4254.841 to the left, improve=1.462857, (0 missing)
c10 < 4621.135 to the right, improve=1.265934, (0 missing)
c11 < 4211.926 to the left, improve=1.259524, (0 missing)
Surrogate splits:
c13 < 4271.5 to the left, agree=0.771, adj=0.385, (0 split)
c2 < 4251.994 to the left, agree=0.743, adj=0.308, (0 split)
c3 < 4015.283 to the right, agree=0.714, adj=0.231, (0 split)
c7 < 4219.286 to the left, agree=0.686, adj=0.154, (0 split)
c11 < 4193.701 to the right, agree=0.686, adj=0.154, (0 split)
Node number 116425: 64 observations, complexity param=0.001542225
predicted class=open expected loss=0.453125 P(node) =0.006115624
class counts: 29 35
probabilities: 0.453 0.547
left son=232850 (30 obs) right son=232851 (34 obs)
Primary splits:
c6 < 4338.83 to the left, improve=5.150123, (0 missing)
c3 < 3995.862 to the right, improve=3.450179, (0 missing)
c5 < 4102.161 to the right, improve=3.227522, (0 missing)
c7 < 4241.138 to the right, improve=3.076573, (0 missing)
c15 < 4603.352 to the right, improve=2.957799, (0 missing)
Surrogate splits:
c4 < 4618.976 to the left, agree=0.719, adj=0.400, (0 split)
c16 < 4352.718 to the right, agree=0.688, adj=0.333, (0 split)
c5 < 4126.875 to the left, agree=0.625, adj=0.200, (0 split)
c8 < 4065.111 to the left, agree=0.625, adj=0.200, (0 split)
c13 < 4281.594 to the right, agree=0.609, adj=0.167, (0 split)
Node number 116428: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 116429: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 116430: 13 observations, complexity param=0.000319081
predicted class=open expected loss=0.3846154 P(node) =0.001242236
class counts: 5 8
probabilities: 0.385 0.615
left son=232860 (3 obs) right son=232861 (10 obs)
Primary splits:
c5 < 4126.207 to the right, improve=2.953846, (0 missing)
c6 < 4340.022 to the right, improve=2.953846, (0 missing)
c11 < 4196.17 to the left, improve=2.953846, (0 missing)
c13 < 4272.588 to the left, improve=2.803846, (0 missing)
c2 < 4247.945 to the left, improve=1.790210, (0 missing)
Surrogate splits:
c13 < 4269.445 to the left, agree=0.923, adj=0.667, (0 split)
c15 < 4600.851 to the right, agree=0.846, adj=0.333, (0 split)
Node number 116431: 21 observations
predicted class=open expected loss=0 P(node) =0.002006689
class counts: 0 21
probabilities: 0.000 1.000
Node number 116444: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 116445: 18 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2222222 P(node) =0.001720019
class counts: 4 14
probabilities: 0.222 0.778
left son=232890 (8 obs) right son=232891 (10 obs)
Primary splits:
c6 < 4340.18 to the right, improve=2.222222, (0 missing)
c13 < 4283.877 to the right, improve=2.222222, (0 missing)
c16 < 4355.708 to the right, improve=2.222222, (0 missing)
c5 < 4108.083 to the right, improve=1.777778, (0 missing)
c1 < 4290.365 to the left, improve=1.281046, (0 missing)
Surrogate splits:
c5 < 4108.083 to the right, agree=0.833, adj=0.625, (0 split)
c11 < 4215.068 to the right, agree=0.833, adj=0.625, (0 split)
c16 < 4355.1 to the right, agree=0.833, adj=0.625, (0 split)
c7 < 4248.166 to the right, agree=0.778, adj=0.500, (0 split)
c4 < 4620.586 to the right, agree=0.667, adj=0.250, (0 split)
Node number 116446: 18 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.001720019
class counts: 3 15
probabilities: 0.167 0.833
left son=232892 (2 obs) right son=232893 (16 obs)
Primary splits:
c16 < 4360.756 to the right, improve=3.125000, (0 missing)
c13 < 4283.423 to the left, improve=1.571429, (0 missing)
c2 < 4268.75 to the left, improve=1.470588, (0 missing)
c11 < 4205.67 to the left, improve=1.142857, (0 missing)
c15 < 4615.979 to the left, improve=0.800000, (0 missing)
Node number 116447: 46 observations
predicted class=open expected loss=0 P(node) =0.004395604
class counts: 0 46
probabilities: 0.000 1.000
Node number 116448: 40 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.225 P(node) =0.003822265
class counts: 31 9
probabilities: 0.775 0.225
left son=232896 (17 obs) right son=232897 (23 obs)
Primary splits:
c1 < 4281.133 to the right, improve=2.993478, (0 missing)
c12 < 4220.428 to the right, improve=2.592857, (0 missing)
c7 < 4233.637 to the left, improve=2.155128, (0 missing)
c4 < 4616.727 to the left, improve=1.950000, (0 missing)
c6 < 4336.673 to the left, improve=1.785165, (0 missing)
Surrogate splits:
c16 < 4346.209 to the right, agree=0.750, adj=0.412, (0 split)
c3 < 3979.524 to the right, agree=0.725, adj=0.353, (0 split)
c8 < 4058.118 to the left, agree=0.725, adj=0.353, (0 split)
c10 < 4619.026 to the right, agree=0.700, adj=0.294, (0 split)
c5 < 4098.087 to the left, agree=0.675, adj=0.235, (0 split)
Node number 116449: 18 observations, complexity param=0.0006381621
predicted class=open expected loss=0.3888889 P(node) =0.001720019
class counts: 7 11
probabilities: 0.389 0.611
left son=232898 (5 obs) right son=232899 (13 obs)
Primary splits:
c10 < 4621.941 to the right, improve=2.340171, (0 missing)
c4 < 4619.895 to the left, improve=2.094017, (0 missing)
c8 < 4071.439 to the left, improve=2.094017, (0 missing)
c7 < 4229.034 to the left, improve=2.005556, (0 missing)
c3 < 3984.754 to the left, improve=1.680556, (0 missing)
Surrogate splits:
c9 < 4202.517 to the right, agree=0.944, adj=0.8, (0 split)
c3 < 3987.729 to the left, agree=0.889, adj=0.6, (0 split)
c4 < 4615.632 to the left, agree=0.833, adj=0.4, (0 split)
c11 < 4188.99 to the right, agree=0.833, adj=0.4, (0 split)
c12 < 4258.977 to the right, agree=0.833, adj=0.4, (0 split)
Node number 116450: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 116451: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 116456: 10 observations
predicted class=closed expected loss=0 P(node) =0.0009555662
class counts: 10 0
probabilities: 1.000 0.000
Node number 116457: 13 observations, complexity param=0.0006381621
predicted class=open expected loss=0.3846154 P(node) =0.001242236
class counts: 5 8
probabilities: 0.385 0.615
left son=232914 (3 obs) right son=232915 (10 obs)
Primary splits:
c9 < 4185.153 to the left, improve=2.953846, (0 missing)
c15 < 4601.593 to the left, improve=2.403846, (0 missing)
c2 < 4240.709 to the left, improve=1.790210, (0 missing)
c3 < 3990.844 to the left, improve=1.790210, (0 missing)
c11 < 4189.9 to the left, improve=1.772894, (0 missing)
Surrogate splits:
c1 < 4286.135 to the left, agree=0.923, adj=0.667, (0 split)
c2 < 4240.709 to the left, agree=0.923, adj=0.667, (0 split)
c6 < 4336.943 to the left, agree=0.846, adj=0.333, (0 split)
Node number 116458: 31 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3870968 P(node) =0.002962255
class counts: 12 19
probabilities: 0.387 0.613
left son=232916 (16 obs) right son=232917 (15 obs)
Primary splits:
c2 < 4255.661 to the right, improve=3.743011, (0 missing)
c1 < 4276.581 to the right, improve=3.231417, (0 missing)
c16 < 4349.595 to the right, improve=2.963011, (0 missing)
c9 < 4178.171 to the left, improve=2.495392, (0 missing)
c13 < 4252.893 to the left, improve=2.495392, (0 missing)
Surrogate splits:
c1 < 4274.943 to the right, agree=0.677, adj=0.333, (0 split)
c3 < 3993.975 to the right, agree=0.677, adj=0.333, (0 split)
c9 < 4187.421 to the right, agree=0.677, adj=0.333, (0 split)
c10 < 4607.554 to the right, agree=0.677, adj=0.333, (0 split)
c11 < 4191.911 to the left, agree=0.677, adj=0.333, (0 split)
Node number 116459: 32 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09375 P(node) =0.003057812
class counts: 3 29
probabilities: 0.094 0.906
left son=232918 (7 obs) right son=232919 (25 obs)
Primary splits:
c10 < 4599.849 to the left, improve=2.0089290, (0 missing)
c12 < 4211.585 to the left, improve=1.1115740, (0 missing)
c9 < 4190.512 to the left, improve=0.7232143, (0 missing)
c13 < 4270.564 to the right, improve=0.7232143, (0 missing)
c6 < 4353.434 to the right, improve=0.7041667, (0 missing)
Surrogate splits:
c11 < 4173.856 to the left, agree=0.844, adj=0.286, (0 split)
c6 < 4333.992 to the left, agree=0.812, adj=0.143, (0 split)
c8 < 4059.337 to the left, agree=0.812, adj=0.143, (0 split)
Node number 116462: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 116463: 40 observations, complexity param=0.0001063603
predicted class=open expected loss=0.025 P(node) =0.003822265
class counts: 1 39
probabilities: 0.025 0.975
left son=232926 (2 obs) right son=232927 (38 obs)
Primary splits:
c16 < 4332.956 to the left, improve=0.9500000, (0 missing)
c2 < 4268.041 to the right, improve=0.6166667, (0 missing)
c4 < 4615.673 to the left, improve=0.6166667, (0 missing)
c10 < 4625.077 to the right, improve=0.6166667, (0 missing)
c11 < 4160.215 to the left, improve=0.6166667, (0 missing)
Node number 116470: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 116471: 11 observations
predicted class=open expected loss=0 P(node) =0.001051123
class counts: 0 11
probabilities: 0.000 1.000
Node number 116476: 10 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3 P(node) =0.0009555662
class counts: 7 3
probabilities: 0.700 0.300
left son=232952 (6 obs) right son=232953 (4 obs)
Primary splits:
c10 < 4633.399 to the left, improve=2.70, (0 missing)
c12 < 4236.924 to the left, improve=2.70, (0 missing)
c1 < 4270.419 to the right, improve=2.45, (0 missing)
c7 < 4228.136 to the right, improve=2.45, (0 missing)
c13 < 4268.939 to the right, improve=2.45, (0 missing)
Surrogate splits:
c1 < 4270.419 to the right, agree=0.8, adj=0.5, (0 split)
c4 < 4622.186 to the left, agree=0.8, adj=0.5, (0 split)
c7 < 4228.136 to the right, agree=0.8, adj=0.5, (0 split)
c11 < 4196.77 to the right, agree=0.8, adj=0.5, (0 split)
c12 < 4228.546 to the left, agree=0.8, adj=0.5, (0 split)
Node number 116477: 17 observations, complexity param=0.000319081
predicted class=open expected loss=0.1764706 P(node) =0.001624462
class counts: 3 14
probabilities: 0.176 0.824
left son=232954 (5 obs) right son=232955 (12 obs)
Primary splits:
c3 < 3992.596 to the right, improve=2.541176, (0 missing)
c11 < 4204.899 to the right, improve=1.941176, (0 missing)
c2 < 4271.664 to the right, improve=1.441176, (0 missing)
c7 < 4241.819 to the right, improve=1.441176, (0 missing)
c9 < 4194.687 to the left, improve=1.441176, (0 missing)
Surrogate splits:
c10 < 4631.37 to the left, agree=0.824, adj=0.4, (0 split)
c16 < 4351.215 to the right, agree=0.824, adj=0.4, (0 split)
c5 < 4114.482 to the right, agree=0.765, adj=0.2, (0 split)
c6 < 4342.36 to the right, agree=0.765, adj=0.2, (0 split)
c7 < 4223.242 to the left, agree=0.765, adj=0.2, (0 split)
Node number 116478: 7 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4285714 P(node) =0.0006688963
class counts: 4 3
probabilities: 0.571 0.429
left son=232956 (3 obs) right son=232957 (4 obs)
Primary splits:
c2 < 4253.77 to the right, improve=1.928571, (0 missing)
c3 < 4020.691 to the left, improve=1.928571, (0 missing)
c5 < 4123.461 to the right, improve=1.928571, (0 missing)
c8 < 4075.023 to the right, improve=1.928571, (0 missing)
c9 < 4205.969 to the left, improve=1.828571, (0 missing)
Surrogate splits:
c3 < 4020.393 to the left, agree=0.857, adj=0.667, (0 split)
c4 < 4621.855 to the right, agree=0.857, adj=0.667, (0 split)
c5 < 4127.681 to the right, agree=0.857, adj=0.667, (0 split)
c6 < 4339.76 to the left, agree=0.857, adj=0.667, (0 split)
c9 < 4201.482 to the left, agree=0.857, adj=0.667, (0 split)
Node number 116479: 253 observations, complexity param=0.000319081
predicted class=open expected loss=0.1106719 P(node) =0.02417582
class counts: 28 225
probabilities: 0.111 0.889
left son=232958 (20 obs) right son=232959 (233 obs)
Primary splits:
c16 < 4358.809 to the right, improve=2.487779, (0 missing)
c7 < 4208.928 to the left, improve=2.442694, (0 missing)
c9 < 4178.544 to the left, improve=1.877038, (0 missing)
c15 < 4631.163 to the right, improve=1.877038, (0 missing)
c3 < 3994.671 to the right, improve=1.534003, (0 missing)
Surrogate splits:
c15 < 4631.163 to the right, agree=0.925, adj=0.05, (0 split)
Node number 116732: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 116733: 50 observations, complexity param=0.0001063603
predicted class=open expected loss=0.04 P(node) =0.004777831
class counts: 2 48
probabilities: 0.040 0.960
left son=233466 (8 obs) right son=233467 (42 obs)
Primary splits:
c5 < 4135.548 to the right, improve=0.8400000, (0 missing)
c8 < 4059.088 to the left, improve=0.5492199, (0 missing)
c7 < 4223.875 to the right, improve=0.5066667, (0 missing)
c4 < 4620.673 to the right, improve=0.4553846, (0 missing)
c15 < 4588.878 to the left, improve=0.2844444, (0 missing)
Surrogate splits:
c8 < 4062.612 to the left, agree=0.88, adj=0.25, (0 split)
c13 < 4285.632 to the right, agree=0.88, adj=0.25, (0 split)
Node number 122872: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 122873: 43 observations, complexity param=0.000319081
predicted class=open expected loss=0.1395349 P(node) =0.004108935
class counts: 6 37
probabilities: 0.140 0.860
left son=245746 (2 obs) right son=245747 (41 obs)
Primary splits:
c10 < 4624.35 to the right, improve=3.106069, (0 missing)
c16 < 4331.874 to the right, improve=1.792248, (0 missing)
c9 < 4211.698 to the right, improve=1.516058, (0 missing)
c11 < 4165.935 to the left, improve=1.516058, (0 missing)
c15 < 4556.721 to the left, improve=1.516058, (0 missing)
Node number 122874: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=245748 (2 obs) right son=245749 (1 obs)
Primary splits:
c2 < 4236.461 to the left, improve=1.333333, (0 missing)
c3 < 3979.145 to the right, improve=1.333333, (0 missing)
c4 < 4608.26 to the right, improve=1.333333, (0 missing)
c5 < 4103.872 to the left, improve=1.333333, (0 missing)
c7 < 4200.518 to the right, improve=1.333333, (0 missing)
Node number 122875: 108 observations, complexity param=0.0002127207
predicted class=open expected loss=0.03703704 P(node) =0.01032011
class counts: 4 104
probabilities: 0.037 0.963
left son=245750 (3 obs) right son=245751 (105 obs)
Primary splits:
c11 < 4171.677 to the left, improve=2.4465610, (0 missing)
c16 < 4324.37 to the left, improve=1.8719280, (0 missing)
c4 < 4621.469 to the right, improve=0.9257688, (0 missing)
c12 < 4275.866 to the right, improve=0.5417989, (0 missing)
c13 < 4254.96 to the left, improve=0.4032988, (0 missing)
Node number 122876: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 122877: 14 observations
predicted class=open expected loss=0 P(node) =0.001337793
class counts: 0 14
probabilities: 0.000 1.000
Node number 127112: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 127113: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=254226 (1 obs) right son=254227 (1 obs)
Primary splits:
c1 < 4285.884 to the right, improve=1, (0 missing)
c2 < 4255.54 to the right, improve=1, (0 missing)
c3 < 3996.458 to the left, improve=1, (0 missing)
c4 < 4627.323 to the left, improve=1, (0 missing)
c5 < 4102.023 to the right, improve=1, (0 missing)
Node number 127428: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 127429: 6 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=254858 (3 obs) right son=254859 (3 obs)
Primary splits:
c3 < 3995.677 to the left, improve=3.0, (0 missing)
c1 < 4296.613 to the right, improve=1.5, (0 missing)
c6 < 4341.482 to the left, improve=1.5, (0 missing)
c7 < 4233.027 to the right, improve=1.5, (0 missing)
c11 < 4201.2 to the right, improve=1.5, (0 missing)
Surrogate splits:
c1 < 4296.613 to the right, agree=0.833, adj=0.667, (0 split)
c6 < 4341.482 to the left, agree=0.833, adj=0.667, (0 split)
c7 < 4233.027 to the right, agree=0.833, adj=0.667, (0 split)
c11 < 4201.2 to the right, agree=0.833, adj=0.667, (0 split)
c13 < 4290.518 to the right, agree=0.833, adj=0.667, (0 split)
Node number 129006: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 129007: 62 observations, complexity param=0.0002127207
predicted class=open expected loss=0.06451613 P(node) =0.00592451
class counts: 4 58
probabilities: 0.065 0.935
left son=258014 (1 obs) right son=258015 (61 obs)
Primary splits:
c15 < 4628.179 to the right, improve=1.778953, (0 missing)
c10 < 4604.444 to the left, improve=0.783871, (0 missing)
c4 < 4636.629 to the left, improve=0.763871, (0 missing)
c6 < 4346.741 to the right, improve=0.763871, (0 missing)
c5 < 4111.191 to the right, improve=0.483871, (0 missing)
Node number 129916: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 129917: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 131032: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 131033: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 131036: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 131037: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 131038: 21 observations, complexity param=0.0001701766
predicted class=open expected loss=0.1428571 P(node) =0.002006689
class counts: 3 18
probabilities: 0.143 0.857
left son=262076 (7 obs) right son=262077 (14 obs)
Primary splits:
c9 < 4198.99 to the left, improve=1.714286, (0 missing)
c1 < 4282.156 to the right, improve=1.542857, (0 missing)
c5 < 4102.64 to the right, improve=1.542857, (0 missing)
c6 < 4326.866 to the left, improve=1.542857, (0 missing)
c13 < 4272.017 to the right, improve=1.392857, (0 missing)
Surrogate splits:
c6 < 4334.503 to the left, agree=0.762, adj=0.286, (0 split)
c1 < 4281.417 to the right, agree=0.714, adj=0.143, (0 split)
c2 < 4257.495 to the right, agree=0.714, adj=0.143, (0 split)
c3 < 3981.139 to the left, agree=0.714, adj=0.143, (0 split)
c4 < 4624.606 to the left, agree=0.714, adj=0.143, (0 split)
Node number 131039: 106 observations, complexity param=0.0001063603
predicted class=open expected loss=0.009433962 P(node) =0.010129
class counts: 1 105
probabilities: 0.009 0.991
left son=262078 (4 obs) right son=262079 (102 obs)
Primary splits:
c9 < 4217.806 to the right, improve=0.48113210, (0 missing)
c3 < 3959.389 to the left, improve=0.20335430, (0 missing)
c16 < 4350.948 to the right, improve=0.18113210, (0 missing)
c10 < 4622.928 to the right, improve=0.11446540, (0 missing)
c7 < 4235.811 to the right, improve=0.09877913, (0 missing)
Node number 131060: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 131061: 14 observations, complexity param=0.0001595405
predicted class=open expected loss=0.1428571 P(node) =0.001337793
class counts: 2 12
probabilities: 0.143 0.857
left son=262122 (1 obs) right son=262123 (13 obs)
Primary splits:
c3 < 3977.859 to the left, improve=1.582418, (0 missing)
c4 < 4636.364 to the right, improve=1.582418, (0 missing)
c6 < 4326.686 to the left, improve=1.582418, (0 missing)
c13 < 4266.562 to the right, improve=1.582418, (0 missing)
c5 < 4108.381 to the left, improve=1.428571, (0 missing)
Node number 131062: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=262124 (1 obs) right son=262125 (1 obs)
Primary splits:
c1 < 4297.351 to the right, improve=1, (0 missing)
c2 < 4261.297 to the right, improve=1, (0 missing)
c3 < 4001.422 to the right, improve=1, (0 missing)
c4 < 4632.371 to the right, improve=1, (0 missing)
c5 < 4122.572 to the right, improve=1, (0 missing)
Node number 131063: 91 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02197802 P(node) =0.008695652
class counts: 2 89
probabilities: 0.022 0.978
left son=262126 (3 obs) right son=262127 (88 obs)
Primary splits:
c6 < 4359.804 to the right, improve=0.6014819, (0 missing)
c11 < 4219.413 to the right, improve=0.2689507, (0 missing)
c16 < 4362.507 to the right, improve=0.2689507, (0 missing)
c2 < 4261.682 to the left, improve=0.1406593, (0 missing)
c8 < 4066.031 to the left, improve=0.1406593, (0 missing)
Node number 131068: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 131069: 30 observations, complexity param=0.0001063603
predicted class=open expected loss=0.03333333 P(node) =0.002866699
class counts: 1 29
probabilities: 0.033 0.967
left son=262138 (3 obs) right son=262139 (27 obs)
Primary splits:
c16 < 4362.5 to the right, improve=0.6000000, (0 missing)
c2 < 4274.236 to the right, improve=0.4333333, (0 missing)
c7 < 4225.493 to the left, improve=0.3333333, (0 missing)
c11 < 4214.215 to the left, improve=0.3333333, (0 missing)
c13 < 4288.188 to the right, improve=0.3333333, (0 missing)
Node number 180480: 74 observations
predicted class=closed expected loss=0 P(node) =0.00707119
class counts: 74 0
probabilities: 1.000 0.000
Node number 180481: 15 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.1333333 P(node) =0.001433349
class counts: 13 2
probabilities: 0.867 0.133
left son=360962 (14 obs) right son=360963 (1 obs)
Primary splits:
c2 < 4268.484 to the right, improve=1.6095240, (0 missing)
c5 < 4138.827 to the right, improve=1.6095240, (0 missing)
c4 < 4607.372 to the right, improve=1.4666670, (0 missing)
c1 < 4335.797 to the left, improve=1.0666670, (0 missing)
c7 < 4223.336 to the right, improve=0.6205128, (0 missing)
Node number 180482: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 180483: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=360966 (1 obs) right son=360967 (3 obs)
Primary splits:
c3 < 3999.416 to the left, improve=1.5, (0 missing)
c5 < 4129.662 to the right, improve=1.5, (0 missing)
c6 < 4339.962 to the left, improve=1.5, (0 missing)
c8 < 4070.505 to the left, improve=1.5, (0 missing)
c11 < 4211.095 to the left, improve=1.5, (0 missing)
Node number 180496: 33 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.06060606 P(node) =0.003153368
class counts: 31 2
probabilities: 0.939 0.061
left son=360992 (28 obs) right son=360993 (5 obs)
Primary splits:
c16 < 4385.732 to the left, improve=1.3575760, (0 missing)
c1 < 4321.718 to the left, improve=0.7575758, (0 missing)
c12 < 4215.558 to the right, improve=0.7575758, (0 missing)
c5 < 4120.95 to the right, improve=0.6464646, (0 missing)
c11 < 4210.208 to the left, improve=0.5575758, (0 missing)
Surrogate splits:
c1 < 4333.175 to the left, agree=0.909, adj=0.4, (0 split)
c10 < 4599.52 to the right, agree=0.909, adj=0.4, (0 split)
Node number 180497: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 180498: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 180499: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 180510: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 180511: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 180576: 21 observations
predicted class=closed expected loss=0 P(node) =0.002006689
class counts: 21 0
probabilities: 1.000 0.000
Node number 180577: 4 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=361154 (3 obs) right son=361155 (1 obs)
Primary splits:
c1 < 4308.851 to the left, improve=1.5, (0 missing)
c2 < 4261.946 to the left, improve=1.5, (0 missing)
c3 < 4002.799 to the right, improve=1.5, (0 missing)
c4 < 4612.023 to the left, improve=1.5, (0 missing)
c5 < 4112.678 to the right, improve=1.5, (0 missing)
Node number 180740: 11 observations
predicted class=closed expected loss=0 P(node) =0.001051123
class counts: 11 0
probabilities: 1.000 0.000
Node number 180741: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 184132: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 184133: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=368266 (3 obs) right son=368267 (3 obs)
Primary splits:
c1 < 4351.217 to the left, improve=3, (0 missing)
c2 < 4274.194 to the left, improve=3, (0 missing)
c6 < 4338.064 to the right, improve=3, (0 missing)
c11 < 4200.71 to the left, improve=3, (0 missing)
c15 < 4618.832 to the left, improve=3, (0 missing)
Surrogate splits:
c2 < 4274.194 to the left, agree=1, adj=1, (0 split)
c6 < 4338.064 to the right, agree=1, adj=1, (0 split)
c11 < 4200.71 to the left, agree=1, adj=1, (0 split)
c15 < 4618.832 to the left, agree=1, adj=1, (0 split)
c16 < 4392.921 to the left, agree=1, adj=1, (0 split)
Node number 184134: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 184135: 9 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.0008600096
class counts: 1 8
probabilities: 0.111 0.889
left son=368270 (1 obs) right son=368271 (8 obs)
Primary splits:
c7 < 4236.443 to the right, improve=1.7777780, (0 missing)
c5 < 4122.438 to the left, improve=0.7777778, (0 missing)
c6 < 4317.114 to the left, improve=0.7777778, (0 missing)
c9 < 4201.07 to the right, improve=0.7777778, (0 missing)
c11 < 4233.208 to the right, improve=0.7777778, (0 missing)
Node number 186368: 54 observations
predicted class=closed expected loss=0 P(node) =0.005160057
class counts: 54 0
probabilities: 1.000 0.000
Node number 186369: 4 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=372738 (3 obs) right son=372739 (1 obs)
Primary splits:
c1 < 4311.46 to the right, improve=1.5, (0 missing)
c3 < 4009.333 to the right, improve=1.5, (0 missing)
c6 < 4344.562 to the left, improve=1.5, (0 missing)
c7 < 4246.562 to the left, improve=1.5, (0 missing)
c9 < 4216.927 to the right, improve=1.5, (0 missing)
Node number 186370: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 186371: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 186372: 7 observations
predicted class=closed expected loss=0 P(node) =0.0006688963
class counts: 7 0
probabilities: 1.000 0.000
Node number 186373: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=372746 (1 obs) right son=372747 (2 obs)
Primary splits:
c1 < 4303.041 to the left, improve=1.333333, (0 missing)
c2 < 4276.217 to the right, improve=1.333333, (0 missing)
c3 < 4030.736 to the right, improve=1.333333, (0 missing)
c4 < 4623.052 to the left, improve=1.333333, (0 missing)
c5 < 4142.542 to the right, improve=1.333333, (0 missing)
Node number 186376: 19 observations
predicted class=closed expected loss=0 P(node) =0.001815576
class counts: 19 0
probabilities: 1.000 0.000
Node number 186377: 131 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.3282443 P(node) =0.01251792
class counts: 88 43
probabilities: 0.672 0.328
left son=372754 (15 obs) right son=372755 (116 obs)
Primary splits:
c15 < 4588.421 to the left, improve=3.650303, (0 missing)
c8 < 4056.135 to the left, improve=3.109975, (0 missing)
c9 < 4206.542 to the left, improve=3.082062, (0 missing)
c16 < 4381.218 to the left, improve=2.958005, (0 missing)
c12 < 4240.936 to the left, improve=2.867121, (0 missing)
Surrogate splits:
c13 < 4264.235 to the left, agree=0.924, adj=0.333, (0 split)
c11 < 4189.847 to the left, agree=0.908, adj=0.200, (0 split)
c16 < 4364.299 to the left, agree=0.908, adj=0.200, (0 split)
c7 < 4209.405 to the left, agree=0.901, adj=0.133, (0 split)
c3 < 4057.927 to the right, agree=0.893, adj=0.067, (0 split)
Node number 186620: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.5 P(node) =0.0007644529
class counts: 4 4
probabilities: 0.500 0.500
left son=373240 (5 obs) right son=373241 (3 obs)
Primary splits:
c1 < 4311.353 to the left, improve=2.4, (0 missing)
c7 < 4240.358 to the left, improve=2.4, (0 missing)
c8 < 4079.518 to the left, improve=2.4, (0 missing)
c13 < 4290.97 to the left, improve=2.4, (0 missing)
c15 < 4612.976 to the left, improve=2.4, (0 missing)
Surrogate splits:
c3 < 4011.332 to the right, agree=0.875, adj=0.667, (0 split)
c7 < 4250.618 to the left, agree=0.875, adj=0.667, (0 split)
c8 < 4084.903 to the left, agree=0.875, adj=0.667, (0 split)
c15 < 4614.117 to the left, agree=0.875, adj=0.667, (0 split)
c16 < 4379.068 to the left, agree=0.875, adj=0.667, (0 split)
Node number 186621: 16 observations
predicted class=open expected loss=0 P(node) =0.001528906
class counts: 0 16
probabilities: 0.000 1.000
Node number 186876: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 186877: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 186878: 50 observations, complexity param=0.000273498
predicted class=open expected loss=0.18 P(node) =0.004777831
class counts: 9 41
probabilities: 0.180 0.820
left son=373756 (11 obs) right son=373757 (39 obs)
Primary splits:
c9 < 4202.988 to the left, improve=3.766993, (0 missing)
c10 < 4621.264 to the left, improve=2.825217, (0 missing)
c3 < 4023.59 to the right, improve=2.801667, (0 missing)
c13 < 4282.294 to the left, improve=1.926667, (0 missing)
c4 < 4622.471 to the left, improve=1.789412, (0 missing)
Surrogate splits:
c8 < 4058.089 to the left, agree=0.88, adj=0.455, (0 split)
c7 < 4228.49 to the left, agree=0.86, adj=0.364, (0 split)
c4 < 4618.993 to the left, agree=0.82, adj=0.182, (0 split)
Node number 186879: 64 observations, complexity param=0.0001063603
predicted class=open expected loss=0.015625 P(node) =0.006115624
class counts: 1 63
probabilities: 0.016 0.984
left son=373758 (3 obs) right son=373759 (61 obs)
Primary splits:
c5 < 4098.689 to the left, improve=0.6354167, (0 missing)
c7 < 4251.568 to the right, improve=0.4687500, (0 missing)
c11 < 4222.247 to the right, improve=0.4687500, (0 missing)
c1 < 4307.505 to the right, improve=0.3687500, (0 missing)
c13 < 4289.38 to the right, improve=0.1505682, (0 missing)
Node number 188412: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 188413: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 188414: 8 observations, complexity param=0.0001063603
predicted class=open expected loss=0.125 P(node) =0.0007644529
class counts: 1 7
probabilities: 0.125 0.875
left son=376828 (1 obs) right son=376829 (7 obs)
Primary splits:
c1 < 4291.616 to the right, improve=1.75, (0 missing)
c8 < 4081.389 to the right, improve=1.75, (0 missing)
c16 < 4376.455 to the right, improve=1.75, (0 missing)
c3 < 4008.349 to the right, improve=0.75, (0 missing)
c6 < 4346.519 to the right, improve=0.75, (0 missing)
Node number 188415: 119 observations
predicted class=open expected loss=0 P(node) =0.01137124
class counts: 0 119
probabilities: 0.000 1.000
Node number 205948: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 205949: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 212956: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 212957: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 222208: 42 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.02380952 P(node) =0.004013378
class counts: 41 1
probabilities: 0.976 0.024
left son=444416 (40 obs) right son=444417 (2 obs)
Primary splits:
c5 < 4090.986 to the right, improve=0.9523810, (0 missing)
c7 < 4229.032 to the left, improve=0.2857143, (0 missing)
c4 < 4603.405 to the right, improve=0.2023810, (0 missing)
c11 < 4181.181 to the right, improve=0.1523810, (0 missing)
c16 < 4334.604 to the right, improve=0.1341991, (0 missing)
Node number 222209: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 232452: 22 observations
predicted class=closed expected loss=0 P(node) =0.002102246
class counts: 22 0
probabilities: 1.000 0.000
Node number 232453: 108 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.2222222 P(node) =0.01032011
class counts: 84 24
probabilities: 0.778 0.222
left son=464906 (40 obs) right son=464907 (68 obs)
Primary splits:
c9 < 4189.421 to the left, improve=2.753922, (0 missing)
c8 < 4082.721 to the left, improve=2.314103, (0 missing)
c5 < 4107.829 to the right, improve=1.855072, (0 missing)
c10 < 4612.92 to the right, improve=1.785772, (0 missing)
c16 < 4338.63 to the left, improve=1.719048, (0 missing)
Surrogate splits:
c10 < 4597.671 to the left, agree=0.759, adj=0.350, (0 split)
c3 < 3972.444 to the left, agree=0.731, adj=0.275, (0 split)
c1 < 4258.064 to the left, agree=0.676, adj=0.125, (0 split)
c6 < 4338.993 to the right, agree=0.676, adj=0.125, (0 split)
c11 < 4180.117 to the left, agree=0.676, adj=0.125, (0 split)
Node number 232464: 24 observations
predicted class=closed expected loss=0 P(node) =0.002293359
class counts: 24 0
probabilities: 1.000 0.000
Node number 232465: 14 observations, complexity param=0.000319081
predicted class=closed expected loss=0.2857143 P(node) =0.001337793
class counts: 10 4
probabilities: 0.714 0.286
left son=464930 (11 obs) right son=464931 (3 obs)
Primary splits:
c4 < 4610.205 to the left, improve=3.896104, (0 missing)
c13 < 4271.488 to the left, improve=2.414286, (0 missing)
c6 < 4328.546 to the left, improve=2.380952, (0 missing)
c9 < 4191.485 to the left, improve=1.714286, (0 missing)
c10 < 4596.739 to the left, improve=1.714286, (0 missing)
Surrogate splits:
c1 < 4275.258 to the right, agree=0.857, adj=0.333, (0 split)
c13 < 4272.387 to the left, agree=0.857, adj=0.333, (0 split)
c16 < 4343.212 to the right, agree=0.857, adj=0.333, (0 split)
Node number 232466: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 232467: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 232470: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 232471: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 232480: 27 observations
predicted class=closed expected loss=0 P(node) =0.002580029
class counts: 27 0
probabilities: 1.000 0.000
Node number 232481: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 232482: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 232483: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 232496: 21 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.0952381 P(node) =0.002006689
class counts: 19 2
probabilities: 0.905 0.095
left son=464992 (20 obs) right son=464993 (1 obs)
Primary splits:
c10 < 4631.722 to the left, improve=1.7190480, (0 missing)
c15 < 4610.303 to the left, improve=1.7190480, (0 missing)
c11 < 4210.268 to the left, improve=1.2190480, (0 missing)
c1 < 4279.628 to the right, improve=0.6190476, (0 missing)
c4 < 4608.697 to the left, improve=0.6190476, (0 missing)
Node number 232497: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 232502: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 232503: 9 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.0008600096
class counts: 1 8
probabilities: 0.111 0.889
left son=465006 (1 obs) right son=465007 (8 obs)
Primary splits:
c7 < 4211.814 to the left, improve=1.7777780, (0 missing)
c8 < 4058.93 to the right, improve=1.7777780, (0 missing)
c11 < 4161.955 to the left, improve=1.7777780, (0 missing)
c4 < 4613.685 to the right, improve=0.7777778, (0 missing)
c1 < 4281.571 to the left, improve=0.4444444, (0 missing)
Node number 232504: 16 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.0625 P(node) =0.001528906
class counts: 15 1
probabilities: 0.938 0.062
left son=465008 (15 obs) right son=465009 (1 obs)
Primary splits:
c11 < 4178.389 to the right, improve=1.8750000, (0 missing)
c1 < 4279.584 to the right, improve=0.8750000, (0 missing)
c2 < 4269.989 to the left, improve=0.5416667, (0 missing)
c9 < 4190.859 to the right, improve=0.2750000, (0 missing)
c10 < 4609.039 to the right, improve=0.2750000, (0 missing)
Node number 232505: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=465010 (1 obs) right son=465011 (2 obs)
Primary splits:
c1 < 4296.878 to the right, improve=1.333333, (0 missing)
c2 < 4260.138 to the left, improve=1.333333, (0 missing)
c4 < 4612.882 to the left, improve=1.333333, (0 missing)
c5 < 4090.552 to the left, improve=1.333333, (0 missing)
c7 < 4224.765 to the left, improve=1.333333, (0 missing)
Node number 232506: 16 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3125 P(node) =0.001528906
class counts: 11 5
probabilities: 0.688 0.312
left son=465012 (6 obs) right son=465013 (10 obs)
Primary splits:
c10 < 4599.755 to the left, improve=1.875000, (0 missing)
c12 < 4226.622 to the left, improve=1.668651, (0 missing)
c13 < 4271.526 to the right, improve=1.420455, (0 missing)
c7 < 4212.573 to the right, improve=1.202273, (0 missing)
c1 < 4288.421 to the right, improve=1.041667, (0 missing)
Surrogate splits:
c3 < 3973.13 to the left, agree=0.812, adj=0.500, (0 split)
c1 < 4288.421 to the right, agree=0.750, adj=0.333, (0 split)
c2 < 4269.744 to the right, agree=0.750, adj=0.333, (0 split)
c8 < 4067.082 to the right, agree=0.750, adj=0.333, (0 split)
c12 < 4223.632 to the left, agree=0.750, adj=0.333, (0 split)
Node number 232507: 35 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2 P(node) =0.003344482
class counts: 7 28
probabilities: 0.200 0.800
left son=465014 (2 obs) right son=465015 (33 obs)
Primary splits:
c1 < 4296.719 to the right, improve=2.715152, (0 missing)
c15 < 4564.748 to the left, improve=2.715152, (0 missing)
c11 < 4187.624 to the left, improve=2.438095, (0 missing)
c9 < 4201.476 to the right, improve=1.866667, (0 missing)
c3 < 3981.763 to the right, improve=1.546405, (0 missing)
Node number 232510: 5 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4 P(node) =0.0004777831
class counts: 3 2
probabilities: 0.600 0.400
left son=465020 (3 obs) right son=465021 (2 obs)
Primary splits:
c4 < 4613.145 to the left, improve=2.400000, (0 missing)
c12 < 4239.526 to the left, improve=2.400000, (0 missing)
c5 < 4100.32 to the right, improve=1.066667, (0 missing)
c6 < 4333.634 to the left, improve=1.066667, (0 missing)
c8 < 4066.357 to the left, improve=1.066667, (0 missing)
Surrogate splits:
c12 < 4239.526 to the left, agree=1.0, adj=1.0, (0 split)
c5 < 4100.32 to the right, agree=0.8, adj=0.5, (0 split)
c6 < 4333.634 to the left, agree=0.8, adj=0.5, (0 split)
c8 < 4066.357 to the left, agree=0.8, adj=0.5, (0 split)
c9 < 4217.14 to the right, agree=0.8, adj=0.5, (0 split)
Node number 232511: 34 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08823529 P(node) =0.003248925
class counts: 3 31
probabilities: 0.088 0.912
left son=465022 (1 obs) right son=465023 (33 obs)
Primary splits:
c3 < 3959.689 to the left, improve=1.7130120, (0 missing)
c4 < 4600.858 to the left, improve=1.7130120, (0 missing)
c12 < 4201.048 to the left, improve=0.7205882, (0 missing)
c1 < 4283.215 to the left, improve=0.5294118, (0 missing)
c2 < 4262.426 to the left, improve=0.4179567, (0 missing)
Node number 232572: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 232573: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 232600: 40 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.25 P(node) =0.003822265
class counts: 30 10
probabilities: 0.750 0.250
left son=465200 (38 obs) right son=465201 (2 obs)
Primary splits:
c13 < 4257.306 to the right, improve=2.368421, (0 missing)
c1 < 4286.651 to the left, improve=1.451613, (0 missing)
c12 < 4246.485 to the left, improve=1.400000, (0 missing)
c6 < 4325.994 to the right, improve=1.400000, (0 missing)
c4 < 4608.128 to the left, improve=1.373626, (0 missing)
Node number 232601: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 232602: 18 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.2777778 P(node) =0.001720019
class counts: 13 5
probabilities: 0.722 0.278
left son=465204 (14 obs) right son=465205 (4 obs)
Primary splits:
c11 < 4161.953 to the right, improve=5.365079, (0 missing)
c3 < 4013.431 to the left, improve=2.293651, (0 missing)
c5 < 4129.121 to the left, improve=1.437607, (0 missing)
c15 < 4592.858 to the left, improve=1.388889, (0 missing)
c2 < 4244.673 to the right, improve=1.104575, (0 missing)
Surrogate splits:
c2 < 4266.776 to the left, agree=0.833, adj=0.25, (0 split)
Node number 232603: 41 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2682927 P(node) =0.003917821
class counts: 11 30
probabilities: 0.268 0.732
left son=465206 (24 obs) right son=465207 (17 obs)
Primary splits:
c16 < 4349.756 to the right, improve=4.180894, (0 missing)
c13 < 4273.068 to the right, improve=3.445387, (0 missing)
c4 < 4610.549 to the right, improve=2.904324, (0 missing)
c11 < 4217.272 to the right, improve=2.251407, (0 missing)
c5 < 4116.877 to the right, improve=1.660061, (0 missing)
Surrogate splits:
c13 < 4273.068 to the right, agree=0.756, adj=0.412, (0 split)
c1 < 4287.689 to the right, agree=0.732, adj=0.353, (0 split)
c4 < 4610.549 to the right, agree=0.732, adj=0.353, (0 split)
c7 < 4224.481 to the right, agree=0.732, adj=0.353, (0 split)
c2 < 4247.756 to the right, agree=0.707, adj=0.294, (0 split)
Node number 232638: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 232639: 46 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08695652 P(node) =0.004395604
class counts: 4 42
probabilities: 0.087 0.913
left son=465278 (1 obs) right son=465279 (45 obs)
Primary splits:
c16 < 4362.361 to the right, improve=1.7043480, (0 missing)
c6 < 4343.516 to the right, improve=0.8631714, (0 missing)
c10 < 4615.696 to the right, improve=0.7495693, (0 missing)
c9 < 4184.198 to the left, improve=0.6525621, (0 missing)
c1 < 4278.191 to the right, improve=0.4895330, (0 missing)
Node number 232640: 17 observations
predicted class=closed expected loss=0 P(node) =0.001624462
class counts: 17 0
probabilities: 1.000 0.000
Node number 232641: 7 observations, complexity param=0.0001418138
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=465282 (4 obs) right son=465283 (3 obs)
Primary splits:
c1 < 4292.572 to the left, improve=1.52381, (0 missing)
c5 < 4119.172 to the left, improve=1.52381, (0 missing)
c6 < 4324.18 to the left, improve=1.52381, (0 missing)
c7 < 4235.789 to the right, improve=1.52381, (0 missing)
c10 < 4613.333 to the right, improve=1.52381, (0 missing)
Surrogate splits:
c5 < 4119.172 to the left, agree=1.000, adj=1.000, (0 split)
c2 < 4250.324 to the left, agree=0.857, adj=0.667, (0 split)
c3 < 3993.854 to the left, agree=0.857, adj=0.667, (0 split)
c6 < 4322.788 to the left, agree=0.857, adj=0.667, (0 split)
c4 < 4611.23 to the left, agree=0.714, adj=0.333, (0 split)
Node number 232642: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 232643: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 232658: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=465316 (4 obs) right son=465317 (1 obs)
Primary splits:
c1 < 4282.158 to the right, improve=1.6, (0 missing)
c2 < 4256.156 to the right, improve=1.6, (0 missing)
c4 < 4614.204 to the left, improve=1.6, (0 missing)
c5 < 4117.599 to the right, improve=1.6, (0 missing)
c6 < 4327.408 to the right, improve=1.6, (0 missing)
Node number 232659: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 232690: 12 observations, complexity param=0.000319081
predicted class=closed expected loss=0.3333333 P(node) =0.001146679
class counts: 8 4
probabilities: 0.667 0.333
left son=465380 (5 obs) right son=465381 (7 obs)
Primary splits:
c11 < 4176.193 to the left, improve=1.904762, (0 missing)
c3 < 3995.056 to the right, improve=1.333333, (0 missing)
c7 < 4216.919 to the left, improve=1.333333, (0 missing)
c10 < 4611.687 to the right, improve=1.219048, (0 missing)
c8 < 4073.878 to the left, improve=1.219048, (0 missing)
Surrogate splits:
c16 < 4346.355 to the left, agree=0.833, adj=0.6, (0 split)
c1 < 4301.255 to the right, agree=0.750, adj=0.4, (0 split)
c3 < 3995.056 to the right, agree=0.750, adj=0.4, (0 split)
c4 < 4612.297 to the left, agree=0.750, adj=0.4, (0 split)
c5 < 4118.657 to the right, agree=0.750, adj=0.4, (0 split)
Node number 232691: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 232694: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 232695: 45 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1555556 P(node) =0.004300048
class counts: 7 38
probabilities: 0.156 0.844
left son=465390 (3 obs) right son=465391 (42 obs)
Primary splits:
c7 < 4203.766 to the left, improve=1.6793650, (0 missing)
c8 < 4071.312 to the left, improve=1.6517150, (0 missing)
c9 < 4171.239 to the left, improve=1.4585860, (0 missing)
c11 < 4177.379 to the left, improve=1.1819060, (0 missing)
c10 < 4614.956 to the right, improve=0.9370871, (0 missing)
Node number 232702: 127 observations, complexity param=0.0004786216
predicted class=open expected loss=0.2204724 P(node) =0.01213569
class counts: 28 99
probabilities: 0.220 0.780
left son=465404 (31 obs) right son=465405 (96 obs)
Primary splits:
c15 < 4592.136 to the left, improve=4.382038, (0 missing)
c12 < 4229.971 to the left, improve=2.582661, (0 missing)
c13 < 4272.499 to the left, improve=2.552026, (0 missing)
c16 < 4341.432 to the left, improve=2.469543, (0 missing)
c11 < 4205.208 to the left, improve=1.858354, (0 missing)
Surrogate splits:
c13 < 4268.65 to the left, agree=0.787, adj=0.129, (0 split)
c9 < 4171.501 to the left, agree=0.772, adj=0.065, (0 split)
c16 < 4341.432 to the left, agree=0.772, adj=0.065, (0 split)
c3 < 3974.8 to the left, agree=0.764, adj=0.032, (0 split)
c5 < 4135.533 to the right, agree=0.764, adj=0.032, (0 split)
Node number 232703: 40 observations
predicted class=open expected loss=0 P(node) =0.003822265
class counts: 0 40
probabilities: 0.000 1.000
Node number 232832: 32 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.09375 P(node) =0.003057812
class counts: 29 3
probabilities: 0.906 0.094
left son=465664 (25 obs) right son=465665 (7 obs)
Primary splits:
c2 < 4271.693 to the left, improve=2.0089290, (0 missing)
c4 < 4622.737 to the left, improve=1.6955650, (0 missing)
c3 < 4014.55 to the left, improve=0.8477564, (0 missing)
c1 < 4308.996 to the left, improve=0.7041667, (0 missing)
c6 < 4327.296 to the right, improve=0.7041667, (0 missing)
Surrogate splits:
c11 < 4211.75 to the left, agree=0.875, adj=0.429, (0 split)
c1 < 4305.737 to the left, agree=0.844, adj=0.286, (0 split)
c9 < 4217.056 to the left, agree=0.844, adj=0.286, (0 split)
c10 < 4628.571 to the left, agree=0.844, adj=0.286, (0 split)
c12 < 4222.548 to the left, agree=0.812, adj=0.143, (0 split)
Node number 232833: 60 observations, complexity param=0.0005672552
predicted class=closed expected loss=0.35 P(node) =0.005733397
class counts: 39 21
probabilities: 0.650 0.350
left son=465666 (38 obs) right son=465667 (22 obs)
Primary splits:
c16 < 4356.287 to the left, improve=2.654067, (0 missing)
c5 < 4131.475 to the right, improve=2.594118, (0 missing)
c13 < 4272.235 to the left, improve=1.978532, (0 missing)
c1 < 4308.753 to the left, improve=1.748276, (0 missing)
c6 < 4343.75 to the left, improve=1.344444, (0 missing)
Surrogate splits:
c1 < 4301.217 to the left, agree=0.717, adj=0.227, (0 split)
c12 < 4209.468 to the right, agree=0.683, adj=0.136, (0 split)
c2 < 4264.545 to the left, agree=0.667, adj=0.091, (0 split)
c3 < 4013.989 to the left, agree=0.667, adj=0.091, (0 split)
c6 < 4322.673 to the right, agree=0.667, adj=0.091, (0 split)
Node number 232848: 13 observations
predicted class=closed expected loss=0 P(node) =0.001242236
class counts: 13 0
probabilities: 1.000 0.000
Node number 232849: 22 observations, complexity param=0.000319081
predicted class=closed expected loss=0.3636364 P(node) =0.002102246
class counts: 14 8
probabilities: 0.636 0.364
left son=465698 (19 obs) right son=465699 (3 obs)
Primary splits:
c1 < 4298.668 to the right, improve=2.813397, (0 missing)
c10 < 4621.135 to the right, improve=2.715152, (0 missing)
c4 < 4616.923 to the left, improve=2.181818, (0 missing)
c12 < 4226.964 to the right, improve=1.781818, (0 missing)
c16 < 4357.955 to the left, improve=1.515152, (0 missing)
Node number 232850: 30 observations, complexity param=0.0008508828
predicted class=closed expected loss=0.3333333 P(node) =0.002866699
class counts: 20 10
probabilities: 0.667 0.333
left son=465700 (24 obs) right son=465701 (6 obs)
Primary splits:
c12 < 4231.953 to the right, improve=3.750000, (0 missing)
c3 < 3993.552 to the right, improve=2.962963, (0 missing)
c8 < 4073.262 to the left, improve=2.650104, (0 missing)
c2 < 4264.567 to the right, improve=2.400000, (0 missing)
c9 < 4199.883 to the left, improve=2.400000, (0 missing)
Surrogate splits:
c4 < 4615.595 to the right, agree=0.867, adj=0.333, (0 split)
c9 < 4213.268 to the left, agree=0.867, adj=0.333, (0 split)
c16 < 4360.228 to the left, agree=0.867, adj=0.333, (0 split)
Node number 232851: 34 observations, complexity param=0.0004254414
predicted class=open expected loss=0.2647059 P(node) =0.003248925
class counts: 9 25
probabilities: 0.265 0.735
left son=465702 (8 obs) right son=465703 (26 obs)
Primary splits:
c7 < 4241.194 to the right, improve=2.716063, (0 missing)
c15 < 4603.646 to the right, improve=2.716063, (0 missing)
c16 < 4346.896 to the left, improve=2.354342, (0 missing)
c5 < 4139.849 to the right, improve=2.135294, (0 missing)
c1 < 4299.445 to the right, improve=1.630899, (0 missing)
Surrogate splits:
c9 < 4207.993 to the right, agree=0.824, adj=0.250, (0 split)
c11 < 4214.919 to the right, agree=0.824, adj=0.250, (0 split)
c13 < 4290.251 to the right, agree=0.824, adj=0.250, (0 split)
c16 < 4346.634 to the left, agree=0.794, adj=0.125, (0 split)
Node number 232860: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 232861: 10 observations, complexity param=0.000319081
predicted class=open expected loss=0.2 P(node) =0.0009555662
class counts: 2 8
probabilities: 0.200 0.800
left son=465722 (2 obs) right son=465723 (8 obs)
Primary splits:
c6 < 4341.877 to the right, improve=3.200000, (0 missing)
c11 < 4196.17 to the left, improve=3.200000, (0 missing)
c13 < 4272.588 to the left, improve=1.866667, (0 missing)
c2 < 4247.945 to the left, improve=1.422222, (0 missing)
c4 < 4615.987 to the left, improve=1.422222, (0 missing)
Surrogate splits:
c11 < 4196.17 to the left, agree=1.0, adj=1.0, (0 split)
c13 < 4272.588 to the left, agree=0.9, adj=0.5, (0 split)
Node number 232890: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.5 P(node) =0.0007644529
class counts: 4 4
probabilities: 0.500 0.500
left son=465780 (3 obs) right son=465781 (5 obs)
Primary splits:
c1 < 4293.101 to the left, improve=2.400000, (0 missing)
c6 < 4346.43 to the left, improve=2.400000, (0 missing)
c9 < 4212.748 to the left, improve=2.400000, (0 missing)
c13 < 4283.788 to the right, improve=2.400000, (0 missing)
c2 < 4257.767 to the right, improve=1.333333, (0 missing)
Surrogate splits:
c3 < 3984.622 to the left, agree=0.875, adj=0.667, (0 split)
c6 < 4343.854 to the left, agree=0.875, adj=0.667, (0 split)
c9 < 4201.301 to the left, agree=0.875, adj=0.667, (0 split)
c10 < 4614.236 to the left, agree=0.875, adj=0.667, (0 split)
c13 < 4285.741 to the right, agree=0.875, adj=0.667, (0 split)
Node number 232891: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 232892: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 232893: 16 observations, complexity param=0.0001063603
predicted class=open expected loss=0.0625 P(node) =0.001528906
class counts: 1 15
probabilities: 0.062 0.937
left son=465786 (2 obs) right son=465787 (14 obs)
Primary splits:
c12 < 4214.167 to the left, improve=0.8750000, (0 missing)
c2 < 4279.39 to the right, improve=0.5416667, (0 missing)
c3 < 3989.136 to the left, improve=0.3750000, (0 missing)
c9 < 4209.358 to the right, improve=0.3750000, (0 missing)
c4 < 4617.813 to the left, improve=0.2750000, (0 missing)
Node number 232896: 17 observations
predicted class=closed expected loss=0 P(node) =0.001624462
class counts: 17 0
probabilities: 1.000 0.000
Node number 232897: 23 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3913043 P(node) =0.002197802
class counts: 14 9
probabilities: 0.609 0.391
left son=465794 (9 obs) right son=465795 (14 obs)
Primary splits:
c2 < 4242.386 to the left, improve=4.527950, (0 missing)
c9 < 4194.863 to the left, improve=3.805007, (0 missing)
c7 < 4237.082 to the left, improve=3.588101, (0 missing)
c11 < 4194.004 to the left, improve=2.556522, (0 missing)
c1 < 4267.653 to the left, improve=2.485934, (0 missing)
Surrogate splits:
c9 < 4189.647 to the left, agree=0.826, adj=0.556, (0 split)
c1 < 4262.894 to the left, agree=0.783, adj=0.444, (0 split)
c4 < 4616.712 to the left, agree=0.783, adj=0.444, (0 split)
c10 < 4608.736 to the left, agree=0.739, adj=0.333, (0 split)
c13 < 4260.735 to the left, agree=0.739, adj=0.333, (0 split)
Node number 232898: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=465796 (4 obs) right son=465797 (1 obs)
Primary splits:
c4 < 4619.871 to the left, improve=1.6, (0 missing)
c5 < 4100.232 to the right, improve=1.6, (0 missing)
c7 < 4239.293 to the left, improve=1.6, (0 missing)
c8 < 4068.502 to the left, improve=1.6, (0 missing)
c9 < 4209.711 to the left, improve=1.6, (0 missing)
Node number 232899: 13 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2307692 P(node) =0.001242236
class counts: 3 10
probabilities: 0.231 0.769
left son=465798 (3 obs) right son=465799 (10 obs)
Primary splits:
c9 < 4190.165 to the left, improve=1.482051, (0 missing)
c10 < 4610.344 to the left, improve=1.482051, (0 missing)
c3 < 3989.921 to the left, improve=1.282051, (0 missing)
c5 < 4097.506 to the left, improve=1.282051, (0 missing)
c7 < 4209.042 to the left, improve=1.282051, (0 missing)
Surrogate splits:
c4 < 4617.867 to the left, agree=0.846, adj=0.333, (0 split)
c8 < 4058.266 to the left, agree=0.846, adj=0.333, (0 split)
c13 < 4262.217 to the left, agree=0.846, adj=0.333, (0 split)
Node number 232914: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 232915: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2 P(node) =0.0009555662
class counts: 2 8
probabilities: 0.200 0.800
left son=465830 (1 obs) right son=465831 (9 obs)
Primary splits:
c3 < 3990.844 to the left, improve=1.422222, (0 missing)
c4 < 4622.713 to the right, improve=1.422222, (0 missing)
c2 < 4263.74 to the right, improve=1.200000, (0 missing)
c10 < 4620.668 to the right, improve=1.200000, (0 missing)
c7 < 4224.336 to the right, improve=0.800000, (0 missing)
Node number 232916: 16 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.375 P(node) =0.001528906
class counts: 10 6
probabilities: 0.625 0.375
left son=465832 (5 obs) right son=465833 (11 obs)
Primary splits:
c16 < 4345.165 to the right, improve=2.045455, (0 missing)
c1 < 4276.581 to the right, improve=1.785714, (0 missing)
c9 < 4189.472 to the left, improve=1.500000, (0 missing)
c5 < 4116.054 to the left, improve=1.341270, (0 missing)
c2 < 4267.081 to the right, improve=1.038462, (0 missing)
Surrogate splits:
c5 < 4116.054 to the left, agree=0.875, adj=0.6, (0 split)
c1 < 4283.127 to the right, agree=0.812, adj=0.4, (0 split)
c2 < 4258.112 to the left, agree=0.812, adj=0.4, (0 split)
c6 < 4334.29 to the left, agree=0.812, adj=0.4, (0 split)
c8 < 4079.132 to the right, agree=0.812, adj=0.4, (0 split)
Node number 232917: 15 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1333333 P(node) =0.001433349
class counts: 2 13
probabilities: 0.133 0.867
left son=465834 (2 obs) right son=465835 (13 obs)
Primary splits:
c3 < 4014.954 to the right, improve=3.466667, (0 missing)
c13 < 4253.123 to the left, improve=3.466667, (0 missing)
c16 < 4349.885 to the right, improve=2.133333, (0 missing)
c9 < 4174.913 to the left, improve=1.609524, (0 missing)
c15 < 4584.847 to the left, improve=1.066667, (0 missing)
Surrogate splits:
c13 < 4253.123 to the left, agree=1.000, adj=1.0, (0 split)
c16 < 4349.885 to the right, agree=0.933, adj=0.5, (0 split)
Node number 232918: 7 observations, complexity param=0.0002127207
predicted class=open expected loss=0.4285714 P(node) =0.0006688963
class counts: 3 4
probabilities: 0.429 0.571
left son=465836 (4 obs) right son=465837 (3 obs)
Primary splits:
c1 < 4274.767 to the right, improve=1.928571, (0 missing)
c2 < 4249.735 to the right, improve=1.928571, (0 missing)
c3 < 4008.821 to the left, improve=1.928571, (0 missing)
c4 < 4620.298 to the left, improve=1.928571, (0 missing)
c7 < 4216.623 to the right, improve=1.928571, (0 missing)
Surrogate splits:
c2 < 4249.735 to the right, agree=1.000, adj=1.000, (0 split)
c8 < 4065.126 to the right, agree=1.000, adj=1.000, (0 split)
c13 < 4269.209 to the right, agree=1.000, adj=1.000, (0 split)
c4 < 4621.553 to the left, agree=0.857, adj=0.667, (0 split)
c7 < 4209.753 to the right, agree=0.857, adj=0.667, (0 split)
Node number 232919: 25 observations
predicted class=open expected loss=0 P(node) =0.002388915
class counts: 0 25
probabilities: 0.000 1.000
Node number 232926: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=465852 (1 obs) right son=465853 (1 obs)
Primary splits:
c1 < 4278.458 to the right, improve=1, (0 missing)
c2 < 4256.547 to the right, improve=1, (0 missing)
c3 < 3981.224 to the right, improve=1, (0 missing)
c4 < 4617.931 to the left, improve=1, (0 missing)
c5 < 4114.472 to the right, improve=1, (0 missing)
Node number 232927: 38 observations
predicted class=open expected loss=0 P(node) =0.003631151
class counts: 0 38
probabilities: 0.000 1.000
Node number 232952: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 232953: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=465906 (1 obs) right son=465907 (3 obs)
Primary splits:
c1 < 4284.291 to the right, improve=1.5, (0 missing)
c2 < 4270.192 to the right, improve=1.5, (0 missing)
c3 < 3974.492 to the left, improve=1.5, (0 missing)
c5 < 4121.924 to the right, improve=1.5, (0 missing)
c6 < 4337.558 to the left, improve=1.5, (0 missing)
Node number 232954: 5 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4 P(node) =0.0004777831
class counts: 3 2
probabilities: 0.600 0.400
left son=465908 (3 obs) right son=465909 (2 obs)
Primary splits:
c4 < 4617.167 to the right, improve=2.400000, (0 missing)
c11 < 4204.899 to the right, improve=2.400000, (0 missing)
c2 < 4256.689 to the left, improve=1.066667, (0 missing)
c5 < 4104.513 to the left, improve=1.066667, (0 missing)
c7 < 4238.427 to the right, improve=1.066667, (0 missing)
Surrogate splits:
c11 < 4204.899 to the right, agree=1.0, adj=1.0, (0 split)
c2 < 4256.689 to the left, agree=0.8, adj=0.5, (0 split)
c5 < 4104.513 to the left, agree=0.8, adj=0.5, (0 split)
c7 < 4238.427 to the right, agree=0.8, adj=0.5, (0 split)
c10 < 4633.071 to the right, agree=0.8, adj=0.5, (0 split)
Node number 232955: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 232956: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 232957: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=465914 (1 obs) right son=465915 (3 obs)
Primary splits:
c2 < 4247.083 to the left, improve=1.5, (0 missing)
c3 < 4020.691 to the left, improve=1.5, (0 missing)
c5 < 4123.461 to the right, improve=1.5, (0 missing)
c7 < 4233.378 to the right, improve=1.5, (0 missing)
c8 < 4079.255 to the right, improve=1.5, (0 missing)
Node number 232958: 20 observations, complexity param=0.000319081
predicted class=open expected loss=0.35 P(node) =0.001911132
class counts: 7 13
probabilities: 0.350 0.650
left son=465916 (3 obs) right son=465917 (17 obs)
Primary splits:
c9 < 4192.883 to the left, improve=2.982353, (0 missing)
c8 < 4062.36 to the left, improve=2.858242, (0 missing)
c16 < 4362.398 to the left, improve=2.100000, (0 missing)
c2 < 4253.277 to the left, improve=2.016667, (0 missing)
c10 < 4599.955 to the left, improve=1.877778, (0 missing)
Surrogate splits:
c10 < 4599.955 to the left, agree=0.95, adj=0.667, (0 split)
c15 < 4628.42 to the right, agree=0.95, adj=0.667, (0 split)
Node number 232959: 233 observations, complexity param=0.000319081
predicted class=open expected loss=0.09012876 P(node) =0.02226469
class counts: 21 212
probabilities: 0.090 0.910
left son=465918 (5 obs) right son=465919 (228 obs)
Primary splits:
c7 < 4208.928 to the left, improve=2.6566980, (0 missing)
c15 < 4596.933 to the left, improve=1.6440870, (0 missing)
c12 < 4254.054 to the right, improve=1.3737650, (0 missing)
c11 < 4207.014 to the left, improve=1.1511390, (0 missing)
c9 < 4180.307 to the left, improve=0.9812589, (0 missing)
Node number 233466: 8 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0007644529
class counts: 2 6
probabilities: 0.250 0.750
left son=466932 (3 obs) right son=466933 (5 obs)
Primary splits:
c4 < 4620.517 to the right, improve=1.666667, (0 missing)
c5 < 4139.725 to the left, improve=1.666667, (0 missing)
c7 < 4221.452 to the right, improve=1.666667, (0 missing)
c1 < 4285.453 to the left, improve=1.285714, (0 missing)
c3 < 4046.627 to the right, improve=1.285714, (0 missing)
Surrogate splits:
c1 < 4299.177 to the right, agree=0.75, adj=0.333, (0 split)
c3 < 4037.99 to the right, agree=0.75, adj=0.333, (0 split)
c5 < 4139.725 to the left, agree=0.75, adj=0.333, (0 split)
c6 < 4339.326 to the right, agree=0.75, adj=0.333, (0 split)
c7 < 4221.452 to the right, agree=0.75, adj=0.333, (0 split)
Node number 233467: 42 observations
predicted class=open expected loss=0 P(node) =0.004013378
class counts: 0 42
probabilities: 0.000 1.000
Node number 245746: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 245747: 41 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09756098 P(node) =0.003917821
class counts: 4 37
probabilities: 0.098 0.902
left son=491494 (3 obs) right son=491495 (38 obs)
Primary splits:
c16 < 4331.874 to the right, improve=2.0967050, (0 missing)
c11 < 4165.935 to the left, improve=1.6695120, (0 missing)
c12 < 4219.598 to the left, improve=0.9225425, (0 missing)
c10 < 4615.103 to the right, improve=0.7884777, (0 missing)
c2 < 4249.953 to the right, improve=0.7433217, (0 missing)
Node number 245748: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 245749: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 245750: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=491500 (2 obs) right son=491501 (1 obs)
Primary splits:
c1 < 4267.961 to the right, improve=1.333333, (0 missing)
c2 < 4245.686 to the right, improve=1.333333, (0 missing)
c3 < 4007.61 to the left, improve=1.333333, (0 missing)
c4 < 4613.603 to the right, improve=1.333333, (0 missing)
c5 < 4117.405 to the left, improve=1.333333, (0 missing)
Node number 245751: 105 observations, complexity param=0.0002127207
predicted class=open expected loss=0.01904762 P(node) =0.01003344
class counts: 2 103
probabilities: 0.019 0.981
left son=491502 (1 obs) right son=491503 (104 obs)
Primary splits:
c16 < 4324.37 to the left, improve=1.9430400, (0 missing)
c12 < 4275.866 to the right, improve=0.6100840, (0 missing)
c10 < 4604.324 to the left, improve=0.3682540, (0 missing)
c4 < 4621.469 to the right, improve=0.2773449, (0 missing)
c6 < 4324.147 to the left, improve=0.2773449, (0 missing)
Node number 254226: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 254227: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 254858: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 254859: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 258014: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 258015: 61 observations, complexity param=0.0001276324
predicted class=open expected loss=0.04918033 P(node) =0.005828954
class counts: 3 58
probabilities: 0.049 0.951
left son=516030 (2 obs) right son=516031 (59 obs)
Primary splits:
c10 < 4604.444 to the left, improve=0.8405113, (0 missing)
c4 < 4635.989 to the left, improve=0.5620609, (0 missing)
c6 < 4346.895 to the right, improve=0.4549180, (0 missing)
c5 < 4134.007 to the right, improve=0.3452689, (0 missing)
c13 < 4274.532 to the left, improve=0.2674180, (0 missing)
Node number 262076: 7 observations, complexity param=0.0001701766
predicted class=open expected loss=0.4285714 P(node) =0.0006688963
class counts: 3 4
probabilities: 0.429 0.571
left son=524152 (3 obs) right son=524153 (4 obs)
Primary splits:
c7 < 4230.766 to the right, improve=3.428571, (0 missing)
c5 < 4096.94 to the right, improve=1.928571, (0 missing)
c13 < 4270.98 to the right, improve=1.928571, (0 missing)
c15 < 4598.493 to the right, improve=1.928571, (0 missing)
c9 < 4197.955 to the right, improve=1.828571, (0 missing)
Surrogate splits:
c5 < 4096.94 to the right, agree=0.857, adj=0.667, (0 split)
c9 < 4197.955 to the right, agree=0.857, adj=0.667, (0 split)
c10 < 4614.013 to the left, agree=0.857, adj=0.667, (0 split)
c13 < 4270.98 to the right, agree=0.857, adj=0.667, (0 split)
c15 < 4598.493 to the right, agree=0.857, adj=0.667, (0 split)
Node number 262077: 14 observations
predicted class=open expected loss=0 P(node) =0.001337793
class counts: 0 14
probabilities: 0.000 1.000
Node number 262078: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=524156 (1 obs) right son=524157 (3 obs)
Primary splits:
c3 < 3963.844 to the left, improve=1.5, (0 missing)
c5 < 4112.471 to the left, improve=1.5, (0 missing)
c9 < 4218.43 to the left, improve=1.5, (0 missing)
c10 < 4620.704 to the right, improve=1.5, (0 missing)
c1 < 4279.88 to the right, improve=0.5, (0 missing)
Node number 262079: 102 observations
predicted class=open expected loss=0 P(node) =0.009746775
class counts: 0 102
probabilities: 0.000 1.000
Node number 262122: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 262123: 13 observations, complexity param=0.0001595405
predicted class=open expected loss=0.07692308 P(node) =0.001242236
class counts: 1 12
probabilities: 0.077 0.923
left son=524246 (1 obs) right son=524247 (12 obs)
Primary splits:
c4 < 4636.364 to the right, improve=1.8461540, (0 missing)
c6 < 4326.686 to the left, improve=1.8461540, (0 missing)
c13 < 4266.562 to the right, improve=1.8461540, (0 missing)
c10 < 4621.489 to the left, improve=0.8461538, (0 missing)
c5 < 4108.381 to the left, improve=0.5128205, (0 missing)
Node number 262124: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 262125: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 262126: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=524252 (1 obs) right son=524253 (2 obs)
Primary splits:
c1 < 4293.473 to the left, improve=1.333333, (0 missing)
c2 < 4262.506 to the left, improve=1.333333, (0 missing)
c3 < 4004.927 to the left, improve=1.333333, (0 missing)
c5 < 4133.175 to the right, improve=1.333333, (0 missing)
c6 < 4361.42 to the left, improve=1.333333, (0 missing)
Node number 262127: 88 observations, complexity param=0.0001063603
predicted class=open expected loss=0.01136364 P(node) =0.008408982
class counts: 1 87
probabilities: 0.011 0.989
left son=524254 (5 obs) right son=524255 (83 obs)
Primary splits:
c16 < 4362.507 to the right, improve=0.3772727, (0 missing)
c11 < 4219.413 to the right, improve=0.3106061, (0 missing)
c8 < 4058.54 to the left, improve=0.1439394, (0 missing)
c9 < 4217.456 to the right, improve=0.1106061, (0 missing)
c1 < 4301.001 to the right, improve=0.1022727, (0 missing)
Node number 262138: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=524276 (1 obs) right son=524277 (2 obs)
Primary splits:
c1 < 4297.114 to the right, improve=1.333333, (0 missing)
c2 < 4267.322 to the right, improve=1.333333, (0 missing)
c3 < 4011.782 to the right, improve=1.333333, (0 missing)
c4 < 4630.173 to the right, improve=1.333333, (0 missing)
c5 < 4121.416 to the right, improve=1.333333, (0 missing)
Node number 262139: 27 observations
predicted class=open expected loss=0 P(node) =0.002580029
class counts: 0 27
probabilities: 0.000 1.000
Node number 360962: 14 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.07142857 P(node) =0.001337793
class counts: 13 1
probabilities: 0.929 0.071
left son=721924 (12 obs) right son=721925 (2 obs)
Primary splits:
c2 < 4293.221 to the left, improve=0.8571429, (0 missing)
c4 < 4603.056 to the right, improve=0.8571429, (0 missing)
c7 < 4223.336 to the right, improve=0.8571429, (0 missing)
c11 < 4204.803 to the right, improve=0.8571429, (0 missing)
c15 < 4603.908 to the right, improve=0.8571429, (0 missing)
Node number 360963: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 360966: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 360967: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 360992: 28 observations
predicted class=closed expected loss=0 P(node) =0.002675585
class counts: 28 0
probabilities: 1.000 0.000
Node number 360993: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.4 P(node) =0.0004777831
class counts: 3 2
probabilities: 0.600 0.400
left son=721986 (3 obs) right son=721987 (2 obs)
Primary splits:
c5 < 4120.95 to the right, improve=2.400000, (0 missing)
c10 < 4605.55 to the left, improve=2.400000, (0 missing)
c12 < 4215.715 to the right, improve=2.400000, (0 missing)
c1 < 4329.978 to the right, improve=1.066667, (0 missing)
c2 < 4280.95 to the right, improve=1.066667, (0 missing)
Surrogate splits:
c10 < 4605.55 to the left, agree=1.0, adj=1.0, (0 split)
c12 < 4215.715 to the right, agree=1.0, adj=1.0, (0 split)
c1 < 4329.978 to the right, agree=0.8, adj=0.5, (0 split)
c2 < 4280.95 to the right, agree=0.8, adj=0.5, (0 split)
c3 < 4009.811 to the right, agree=0.8, adj=0.5, (0 split)
Node number 361154: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 361155: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 368266: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 368267: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 368270: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 368271: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 372738: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 372739: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 372746: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 372747: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 372754: 15 observations
predicted class=closed expected loss=0 P(node) =0.001433349
class counts: 15 0
probabilities: 1.000 0.000
Node number 372755: 116 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.3706897 P(node) =0.01108457
class counts: 73 43
probabilities: 0.629 0.371
left son=745510 (105 obs) right son=745511 (11 obs)
Primary splits:
c7 < 4221.398 to the right, improve=4.867010, (0 missing)
c8 < 4055.961 to the left, improve=3.678382, (0 missing)
c12 < 4240.936 to the left, improve=3.465675, (0 missing)
c11 < 4197.149 to the right, improve=3.028830, (0 missing)
c16 < 4381.218 to the left, improve=2.541523, (0 missing)
Node number 373240: 5 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2 P(node) =0.0004777831
class counts: 4 1
probabilities: 0.800 0.200
left son=746480 (4 obs) right son=746481 (1 obs)
Primary splits:
c4 < 4641.198 to the left, improve=1.6, (0 missing)
c7 < 4246.38 to the left, improve=1.6, (0 missing)
c8 < 4079.518 to the left, improve=1.6, (0 missing)
c12 < 4250.092 to the left, improve=1.6, (0 missing)
c13 < 4294.959 to the left, improve=1.6, (0 missing)
Node number 373241: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 373756: 11 observations, complexity param=0.000273498
predicted class=closed expected loss=0.4545455 P(node) =0.001051123
class counts: 6 5
probabilities: 0.545 0.455
left son=747512 (7 obs) right son=747513 (4 obs)
Primary splits:
c15 < 4604.394 to the left, improve=3.740260, (0 missing)
c9 < 4198.072 to the right, improve=2.597403, (0 missing)
c11 < 4200.288 to the right, improve=2.187879, (0 missing)
c16 < 4371.445 to the left, improve=2.187879, (0 missing)
c13 < 4276.804 to the left, improve=1.704545, (0 missing)
Surrogate splits:
c11 < 4200.288 to the right, agree=0.909, adj=0.75, (0 split)
c2 < 4279.994 to the left, agree=0.818, adj=0.50, (0 split)
c3 < 4000.731 to the right, agree=0.818, adj=0.50, (0 split)
c9 < 4192.3 to the right, agree=0.818, adj=0.50, (0 split)
c1 < 4292.578 to the right, agree=0.727, adj=0.25, (0 split)
Node number 373757: 39 observations, complexity param=0.0002127207
predicted class=open expected loss=0.07692308 P(node) =0.003726708
class counts: 3 36
probabilities: 0.077 0.923
left son=747514 (3 obs) right son=747515 (36 obs)
Primary splits:
c10 < 4620.738 to the left, improve=2.2606840, (0 missing)
c3 < 4023.59 to the right, improve=1.7489880, (0 missing)
c2 < 4262.572 to the left, improve=1.1972850, (0 missing)
c8 < 4061.504 to the left, improve=0.7546778, (0 missing)
c16 < 4375.727 to the right, improve=0.6029777, (0 missing)
Surrogate splits:
c8 < 4061.504 to the left, agree=0.974, adj=0.667, (0 split)
Node number 373758: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=747516 (1 obs) right son=747517 (2 obs)
Primary splits:
c3 < 3997.857 to the left, improve=1.3333330, (0 missing)
c4 < 4619.192 to the left, improve=1.3333330, (0 missing)
c5 < 4097.592 to the right, improve=1.3333330, (0 missing)
c13 < 4288.916 to the right, improve=1.3333330, (0 missing)
c1 < 4303.554 to the right, improve=0.3333333, (0 missing)
Node number 373759: 61 observations
predicted class=open expected loss=0 P(node) =0.005828954
class counts: 0 61
probabilities: 0.000 1.000
Node number 376828: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 376829: 7 observations
predicted class=open expected loss=0 P(node) =0.0006688963
class counts: 0 7
probabilities: 0.000 1.000
Node number 444416: 40 observations
predicted class=closed expected loss=0 P(node) =0.003822265
class counts: 40 0
probabilities: 1.000 0.000
Node number 444417: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=888834 (1 obs) right son=888835 (1 obs)
Primary splits:
c1 < 4292.793 to the right, improve=1, (0 missing)
c2 < 4252.721 to the left, improve=1, (0 missing)
c3 < 3996.758 to the right, improve=1, (0 missing)
c4 < 4599.757 to the left, improve=1, (0 missing)
c5 < 4084.611 to the left, improve=1, (0 missing)
Node number 464906: 40 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.075 P(node) =0.003822265
class counts: 37 3
probabilities: 0.925 0.075
left son=929812 (32 obs) right son=929813 (8 obs)
Primary splits:
c8 < 4069.351 to the left, improve=0.6125000, (0 missing)
c5 < 4101.31 to the left, improve=0.6088235, (0 missing)
c6 < 4325.299 to the right, improve=0.5034050, (0 missing)
c7 < 4220.394 to the right, improve=0.4500000, (0 missing)
c3 < 3988.53 to the left, improve=0.4328829, (0 missing)
Surrogate splits:
c16 < 4350.495 to the left, agree=0.825, adj=0.125, (0 split)
Node number 464907: 68 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.3088235 P(node) =0.00649785
class counts: 47 21
probabilities: 0.691 0.309
left son=929814 (37 obs) right son=929815 (31 obs)
Primary splits:
c10 < 4613.164 to the right, improve=3.491487, (0 missing)
c3 < 3977.357 to the right, improve=3.077031, (0 missing)
c8 < 4082.721 to the left, improve=2.998643, (0 missing)
c11 < 4183.837 to the right, improve=2.656530, (0 missing)
c16 < 4349.794 to the left, improve=2.565712, (0 missing)
Surrogate splits:
c9 < 4198.704 to the right, agree=0.750, adj=0.452, (0 split)
c11 < 4197.87 to the right, agree=0.735, adj=0.419, (0 split)
c7 < 4221.17 to the right, agree=0.691, adj=0.323, (0 split)
c4 < 4607.566 to the left, agree=0.662, adj=0.258, (0 split)
c13 < 4267.441 to the right, agree=0.662, adj=0.258, (0 split)
Node number 464930: 11 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.09090909 P(node) =0.001051123
class counts: 10 1
probabilities: 0.909 0.091
left son=929860 (10 obs) right son=929861 (1 obs)
Primary splits:
c6 < 4328.563 to the left, improve=1.8181820, (0 missing)
c1 < 4290.136 to the left, improve=0.8181818, (0 missing)
c13 < 4271.488 to the left, improve=0.8181818, (0 missing)
c15 < 4604.679 to the left, improve=0.8181818, (0 missing)
c16 < 4357.861 to the left, improve=0.8181818, (0 missing)
Node number 464931: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 464992: 20 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.05 P(node) =0.001911132
class counts: 19 1
probabilities: 0.950 0.050
left son=929984 (17 obs) right son=929985 (3 obs)
Primary splits:
c4 < 4610.987 to the left, improve=0.5666667, (0 missing)
c8 < 4054.97 to the right, improve=0.5666667, (0 missing)
c3 < 3974.634 to the right, improve=0.4000000, (0 missing)
c11 < 4210.268 to the left, improve=0.4000000, (0 missing)
c7 < 4221.686 to the right, improve=0.3000000, (0 missing)
Surrogate splits:
c2 < 4268.188 to the left, agree=0.9, adj=0.333, (0 split)
c7 < 4233.266 to the left, agree=0.9, adj=0.333, (0 split)
Node number 464993: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 465006: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 465007: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 465008: 15 observations
predicted class=closed expected loss=0 P(node) =0.001433349
class counts: 15 0
probabilities: 1.000 0.000
Node number 465009: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 465010: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 465011: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 465012: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 465013: 10 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.5 P(node) =0.0009555662
class counts: 5 5
probabilities: 0.500 0.500
left son=930026 (4 obs) right son=930027 (6 obs)
Primary splits:
c10 < 4608.548 to the right, improve=3.333333, (0 missing)
c9 < 4188.318 to the right, improve=2.142857, (0 missing)
c13 < 4272.56 to the right, improve=2.142857, (0 missing)
c1 < 4267.203 to the left, improve=1.250000, (0 missing)
c4 < 4613.736 to the right, improve=1.250000, (0 missing)
Surrogate splits:
c9 < 4188.318 to the right, agree=0.9, adj=0.75, (0 split)
c1 < 4267.203 to the left, agree=0.8, adj=0.50, (0 split)
c4 < 4611.623 to the right, agree=0.8, adj=0.50, (0 split)
c6 < 4323.545 to the left, agree=0.8, adj=0.50, (0 split)
c7 < 4212.573 to the right, agree=0.8, adj=0.50, (0 split)
Node number 465014: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 465015: 33 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1515152 P(node) =0.003153368
class counts: 5 28
probabilities: 0.152 0.848
left son=930030 (2 obs) right son=930031 (31 obs)
Primary splits:
c15 < 4564.748 to the left, improve=3.065494, (0 missing)
c11 < 4187.529 to the left, improve=2.331002, (0 missing)
c6 < 4335.662 to the right, improve=1.771805, (0 missing)
c3 < 3996.134 to the right, improve=1.484848, (0 missing)
c5 < 4111.256 to the right, improve=1.484848, (0 missing)
Node number 465020: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 465021: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 465022: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 465023: 33 observations, complexity param=0.0002127207
predicted class=open expected loss=0.06060606 P(node) =0.003153368
class counts: 2 31
probabilities: 0.061 0.939
left son=930046 (1 obs) right son=930047 (32 obs)
Primary splits:
c3 < 3997.508 to the right, improve=1.8200760, (0 missing)
c4 < 4600.858 to the left, improve=1.8200760, (0 missing)
c7 < 4225.387 to the left, improve=0.5575758, (0 missing)
c15 < 4597.974 to the left, improve=0.4848485, (0 missing)
c2 < 4255.393 to the left, improve=0.3265413, (0 missing)
Node number 465200: 38 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.2105263 P(node) =0.003631151
class counts: 30 8
probabilities: 0.789 0.211
left son=930400 (13 obs) right son=930401 (25 obs)
Primary splits:
c4 < 4608.128 to the left, improve=1.751579, (0 missing)
c3 < 3999.152 to the left, improve=1.554656, (0 missing)
c8 < 4057.039 to the left, improve=1.372320, (0 missing)
c13 < 4288.831 to the left, improve=1.355388, (0 missing)
c6 < 4355.289 to the left, improve=1.280228, (0 missing)
Surrogate splits:
c7 < 4219.774 to the left, agree=0.789, adj=0.385, (0 split)
c10 < 4603.766 to the left, agree=0.763, adj=0.308, (0 split)
c6 < 4328.223 to the left, agree=0.737, adj=0.231, (0 split)
c8 < 4056.107 to the left, agree=0.737, adj=0.231, (0 split)
c9 < 4200.716 to the left, agree=0.737, adj=0.231, (0 split)
Node number 465201: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 465204: 14 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.07142857 P(node) =0.001337793
class counts: 13 1
probabilities: 0.929 0.071
left son=930408 (13 obs) right son=930409 (1 obs)
Primary splits:
c5 < 4137.579 to the left, improve=1.8571430, (0 missing)
c3 < 4017.439 to the left, improve=0.8571429, (0 missing)
c13 < 4278.866 to the left, improve=0.8571429, (0 missing)
c8 < 4061.42 to the left, improve=0.5238095, (0 missing)
c16 < 4348.302 to the right, improve=0.5238095, (0 missing)
Node number 465205: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 465206: 24 observations, complexity param=0.0004254414
predicted class=open expected loss=0.4583333 P(node) =0.002293359
class counts: 11 13
probabilities: 0.458 0.542
left son=930412 (18 obs) right son=930413 (6 obs)
Primary splits:
c5 < 4116.877 to the right, improve=3.361111, (0 missing)
c10 < 4602.955 to the left, improve=2.041667, (0 missing)
c2 < 4249.236 to the left, improve=2.011905, (0 missing)
c9 < 4181.388 to the left, improve=2.011905, (0 missing)
c11 < 4193.521 to the left, improve=2.011905, (0 missing)
Node number 465207: 17 observations
predicted class=open expected loss=0 P(node) =0.001624462
class counts: 0 17
probabilities: 0.000 1.000
Node number 465278: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 465279: 45 observations, complexity param=0.0002127207
predicted class=open expected loss=0.06666667 P(node) =0.004300048
class counts: 3 42
probabilities: 0.067 0.933
left son=930558 (14 obs) right son=930559 (31 obs)
Primary splits:
c9 < 4184.198 to the left, improve=0.8857143, (0 missing)
c11 < 4192.7 to the left, improve=0.6588235, (0 missing)
c8 < 4058.106 to the left, improve=0.5000000, (0 missing)
c4 < 4607.314 to the left, improve=0.4571429, (0 missing)
c10 < 4618.532 to the right, improve=0.4571429, (0 missing)
Surrogate splits:
c10 < 4599.715 to the left, agree=0.778, adj=0.286, (0 split)
c7 < 4213.474 to the left, agree=0.756, adj=0.214, (0 split)
c11 < 4183.788 to the left, agree=0.756, adj=0.214, (0 split)
c15 < 4586.829 to the left, agree=0.733, adj=0.143, (0 split)
c2 < 4238.012 to the left, agree=0.711, adj=0.071, (0 split)
Node number 465282: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 465283: 3 observations, complexity param=0.0001418138
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=930566 (1 obs) right son=930567 (2 obs)
Primary splits:
c1 < 4304.342 to the right, improve=1.333333, (0 missing)
c2 < 4266.745 to the right, improve=1.333333, (0 missing)
c5 < 4126.873 to the right, improve=1.333333, (0 missing)
c6 < 4324.18 to the left, improve=1.333333, (0 missing)
c7 < 4240.698 to the right, improve=1.333333, (0 missing)
Node number 465316: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 465317: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 465380: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 465381: 7 observations, complexity param=0.000319081
predicted class=open expected loss=0.4285714 P(node) =0.0006688963
class counts: 3 4
probabilities: 0.429 0.571
left son=930762 (4 obs) right son=930763 (3 obs)
Primary splits:
c2 < 4262.81 to the left, improve=1.928571, (0 missing)
c10 < 4611.687 to the right, improve=1.928571, (0 missing)
c13 < 4271.088 to the left, improve=1.928571, (0 missing)
c1 < 4292.172 to the left, improve=1.028571, (0 missing)
c5 < 4116.175 to the right, improve=1.028571, (0 missing)
Surrogate splits:
c13 < 4271.088 to the left, agree=1.000, adj=1.000, (0 split)
c1 < 4292.172 to the left, agree=0.857, adj=0.667, (0 split)
c5 < 4120.631 to the left, agree=0.857, adj=0.667, (0 split)
c15 < 4589.578 to the right, agree=0.857, adj=0.667, (0 split)
c16 < 4351.801 to the right, agree=0.857, adj=0.667, (0 split)
Node number 465390: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=930780 (2 obs) right son=930781 (1 obs)
Primary splits:
c2 < 4258.608 to the left, improve=1.333333, (0 missing)
c3 < 4009.563 to the right, improve=1.333333, (0 missing)
c4 < 4606.895 to the left, improve=1.333333, (0 missing)
c5 < 4116.379 to the right, improve=1.333333, (0 missing)
c6 < 4322.085 to the right, improve=1.333333, (0 missing)
Node number 465391: 42 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1190476 P(node) =0.004013378
class counts: 5 37
probabilities: 0.119 0.881
left son=930782 (1 obs) right son=930783 (41 obs)
Primary splits:
c7 < 4231.599 to the right, improve=1.590012, (0 missing)
c10 < 4614.956 to the right, improve=1.294818, (0 missing)
c9 < 4194.406 to the right, improve=1.166667, (0 missing)
c4 < 4612.957 to the right, improve=1.051948, (0 missing)
c5 < 4115.07 to the left, improve=1.051948, (0 missing)
Node number 465404: 31 observations, complexity param=0.0004786216
predicted class=open expected loss=0.4516129 P(node) =0.002962255
class counts: 14 17
probabilities: 0.452 0.548
left son=930808 (13 obs) right son=930809 (18 obs)
Primary splits:
c1 < 4290.996 to the right, improve=4.517232, (0 missing)
c10 < 4604.476 to the left, improve=4.474839, (0 missing)
c3 < 4011.819 to the right, improve=3.585608, (0 missing)
c15 < 4580.412 to the right, improve=2.940697, (0 missing)
c4 < 4605.99 to the left, improve=2.168172, (0 missing)
Surrogate splits:
c3 < 4011.819 to the right, agree=0.742, adj=0.385, (0 split)
c5 < 4123.927 to the right, agree=0.742, adj=0.385, (0 split)
c4 < 4612.357 to the right, agree=0.710, adj=0.308, (0 split)
c6 < 4328.452 to the left, agree=0.710, adj=0.308, (0 split)
c8 < 4075.512 to the left, agree=0.677, adj=0.231, (0 split)
Node number 465405: 96 observations, complexity param=0.0003545345
predicted class=open expected loss=0.1458333 P(node) =0.009173435
class counts: 14 82
probabilities: 0.146 0.854
left son=930810 (39 obs) right son=930811 (57 obs)
Primary splits:
c3 < 3999.941 to the left, improve=1.606275, (0 missing)
c11 < 4188.846 to the left, improve=1.474561, (0 missing)
c15 < 4629.29 to the right, improve=1.474561, (0 missing)
c16 < 4363.539 to the right, improve=1.474561, (0 missing)
c12 < 4226.183 to the left, improve=1.405087, (0 missing)
Surrogate splits:
c6 < 4326.719 to the left, agree=0.656, adj=0.154, (0 split)
c15 < 4604.06 to the left, agree=0.646, adj=0.128, (0 split)
c1 < 4274.843 to the left, agree=0.635, adj=0.103, (0 split)
c7 < 4227.064 to the right, agree=0.625, adj=0.077, (0 split)
c10 < 4596.271 to the left, agree=0.625, adj=0.077, (0 split)
Node number 465664: 25 observations
predicted class=closed expected loss=0 P(node) =0.002388915
class counts: 25 0
probabilities: 1.000 0.000
Node number 465665: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.4285714 P(node) =0.0006688963
class counts: 4 3
probabilities: 0.571 0.429
left son=931330 (3 obs) right son=931331 (4 obs)
Primary splits:
c5 < 4121.109 to the right, improve=1.928571, (0 missing)
c12 < 4221.98 to the right, improve=1.928571, (0 missing)
c3 < 4012.74 to the left, improve=1.828571, (0 missing)
c4 < 4620.933 to the left, improve=1.828571, (0 missing)
c8 < 4070.79 to the left, improve=1.828571, (0 missing)
Surrogate splits:
c12 < 4221.98 to the right, agree=1.000, adj=1.000, (0 split)
c6 < 4344.457 to the right, agree=0.857, adj=0.667, (0 split)
c8 < 4065.496 to the left, agree=0.857, adj=0.667, (0 split)
c9 < 4204.628 to the right, agree=0.857, adj=0.667, (0 split)
c1 < 4300.766 to the left, agree=0.714, adj=0.333, (0 split)
Node number 465666: 38 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2368421 P(node) =0.003631151
class counts: 29 9
probabilities: 0.763 0.237
left son=931332 (34 obs) right son=931333 (4 obs)
Primary splits:
c8 < 4057.095 to the right, improve=2.354489, (0 missing)
c7 < 4221.373 to the right, improve=1.879699, (0 missing)
c16 < 4352.677 to the right, improve=1.736842, (0 missing)
c9 < 4190.324 to the left, improve=1.522556, (0 missing)
c6 < 4344.032 to the left, improve=1.403509, (0 missing)
Node number 465667: 22 observations, complexity param=0.0005672552
predicted class=open expected loss=0.4545455 P(node) =0.002102246
class counts: 10 12
probabilities: 0.455 0.545
left son=931334 (14 obs) right son=931335 (8 obs)
Primary splits:
c10 < 4610.742 to the right, improve=5.194805, (0 missing)
c5 < 4129.178 to the right, improve=2.909091, (0 missing)
c13 < 4269.144 to the left, improve=2.367424, (0 missing)
c1 < 4294.594 to the left, improve=2.194805, (0 missing)
c8 < 4081.926 to the left, improve=2.020202, (0 missing)
Surrogate splits:
c3 < 4015.99 to the left, agree=0.773, adj=0.375, (0 split)
c8 < 4083.051 to the left, agree=0.773, adj=0.375, (0 split)
c9 < 4191.428 to the right, agree=0.773, adj=0.375, (0 split)
c11 < 4193.434 to the right, agree=0.773, adj=0.375, (0 split)
c13 < 4274.958 to the left, agree=0.773, adj=0.375, (0 split)
Node number 465698: 19 observations, complexity param=0.000319081
predicted class=closed expected loss=0.2631579 P(node) =0.001815576
class counts: 14 5
probabilities: 0.737 0.263
left son=931396 (17 obs) right son=931397 (2 obs)
Primary splits:
c12 < 4226.964 to the right, improve=2.427245, (0 missing)
c3 < 4001.007 to the left, improve=1.913876, (0 missing)
c4 < 4618.929 to the left, improve=1.550239, (0 missing)
c11 < 4180.695 to the right, improve=1.539850, (0 missing)
c16 < 4358.453 to the left, improve=1.539850, (0 missing)
Node number 465699: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 465700: 24 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2083333 P(node) =0.002293359
class counts: 19 5
probabilities: 0.792 0.208
left son=931400 (20 obs) right son=931401 (4 obs)
Primary splits:
c8 < 4073.266 to the left, improve=2.816667, (0 missing)
c3 < 3993.308 to the right, improve=2.734848, (0 missing)
c2 < 4266.989 to the right, improve=1.488095, (0 missing)
c9 < 4196.04 to the left, improve=1.488095, (0 missing)
c4 < 4622.109 to the left, improve=1.440476, (0 missing)
Surrogate splits:
c3 < 3993.308 to the right, agree=0.917, adj=0.50, (0 split)
c5 < 4125.706 to the left, agree=0.875, adj=0.25, (0 split)
Node number 465701: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=931402 (1 obs) right son=931403 (5 obs)
Primary splits:
c3 < 4009.76 to the right, improve=1.666667, (0 missing)
c5 < 4127.444 to the right, improve=1.666667, (0 missing)
c6 < 4336.286 to the right, improve=1.666667, (0 missing)
c8 < 4078.192 to the right, improve=1.666667, (0 missing)
c11 < 4209.318 to the right, improve=1.666667, (0 missing)
Node number 465702: 8 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.375 P(node) =0.0007644529
class counts: 5 3
probabilities: 0.625 0.375
left son=931404 (4 obs) right son=931405 (4 obs)
Primary splits:
c2 < 4261.944 to the left, improve=2.250000, (0 missing)
c5 < 4116.129 to the right, improve=2.250000, (0 missing)
c11 < 4208.078 to the left, improve=2.250000, (0 missing)
c8 < 4078.065 to the left, improve=2.083333, (0 missing)
c16 < 4358.297 to the left, improve=2.083333, (0 missing)
Surrogate splits:
c1 < 4300.493 to the left, agree=0.75, adj=0.5, (0 split)
c4 < 4619.109 to the right, agree=0.75, adj=0.5, (0 split)
c5 < 4103.611 to the right, agree=0.75, adj=0.5, (0 split)
c6 < 4345.84 to the left, agree=0.75, adj=0.5, (0 split)
c7 < 4244.759 to the left, agree=0.75, adj=0.5, (0 split)
Node number 465703: 26 observations, complexity param=0.000319081
predicted class=open expected loss=0.1538462 P(node) =0.002484472
class counts: 4 22
probabilities: 0.154 0.846
left son=931406 (6 obs) right son=931407 (20 obs)
Primary splits:
c15 < 4603.646 to the right, improve=1.8692310, (0 missing)
c1 < 4300.491 to the right, improve=1.4459220, (0 missing)
c10 < 4611.145 to the right, improve=1.0549450, (0 missing)
c4 < 4619.888 to the left, improve=0.8868778, (0 missing)
c3 < 4000.063 to the right, improve=0.7692308, (0 missing)
Surrogate splits:
c4 < 4622.424 to the right, agree=0.846, adj=0.333, (0 split)
c5 < 4140.831 to the right, agree=0.846, adj=0.333, (0 split)
c9 < 4205.229 to the right, agree=0.808, adj=0.167, (0 split)
c16 < 4346.896 to the left, agree=0.808, adj=0.167, (0 split)
Node number 465722: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 465723: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 465780: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 465781: 5 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2 P(node) =0.0004777831
class counts: 1 4
probabilities: 0.200 0.800
left son=931562 (1 obs) right son=931563 (4 obs)
Primary splits:
c5 < 4109.959 to the right, improve=1.6, (0 missing)
c6 < 4346.43 to the left, improve=1.6, (0 missing)
c10 < 4625.545 to the right, improve=1.6, (0 missing)
c3 < 4004.737 to the right, improve=0.6, (0 missing)
c7 < 4243.873 to the left, improve=0.6, (0 missing)
Node number 465786: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=931572 (1 obs) right son=931573 (1 obs)
Primary splits:
c1 < 4295.985 to the right, improve=1, (0 missing)
c2 < 4276.382 to the right, improve=1, (0 missing)
c3 < 3996.81 to the left, improve=1, (0 missing)
c4 < 4617.059 to the right, improve=1, (0 missing)
c5 < 4118.831 to the right, improve=1, (0 missing)
Node number 465787: 14 observations
predicted class=open expected loss=0 P(node) =0.001337793
class counts: 0 14
probabilities: 0.000 1.000
Node number 465794: 9 observations
predicted class=closed expected loss=0 P(node) =0.0008600096
class counts: 9 0
probabilities: 1.000 0.000
Node number 465795: 14 observations, complexity param=0.0004254414
predicted class=open expected loss=0.3571429 P(node) =0.001337793
class counts: 5 9
probabilities: 0.357 0.643
left son=931590 (3 obs) right son=931591 (11 obs)
Primary splits:
c12 < 4247.606 to the right, improve=3.155844, (0 missing)
c7 < 4230.399 to the left, improve=2.678571, (0 missing)
c1 < 4267.653 to the left, improve=1.928571, (0 missing)
c4 < 4621.42 to the right, improve=1.928571, (0 missing)
c5 < 4095.465 to the left, improve=1.928571, (0 missing)
Surrogate splits:
c1 < 4267.653 to the left, agree=0.929, adj=0.667, (0 split)
c4 < 4621.42 to the right, agree=0.929, adj=0.667, (0 split)
c16 < 4338.095 to the left, agree=0.929, adj=0.667, (0 split)
c2 < 4254.76 to the right, agree=0.857, adj=0.333, (0 split)
c10 < 4597.329 to the left, agree=0.857, adj=0.333, (0 split)
Node number 465796: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 465797: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 465798: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=931596 (2 obs) right son=931597 (1 obs)
Primary splits:
c1 < 4285.735 to the left, improve=1.333333, (0 missing)
c4 < 4616.288 to the right, improve=1.333333, (0 missing)
c5 < 4102.613 to the right, improve=1.333333, (0 missing)
c7 < 4231.167 to the left, improve=1.333333, (0 missing)
c8 < 4057.262 to the right, improve=1.333333, (0 missing)
Node number 465799: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1 P(node) =0.0009555662
class counts: 1 9
probabilities: 0.100 0.900
left son=931598 (1 obs) right son=931599 (9 obs)
Primary splits:
c3 < 3989.921 to the left, improve=1.8000000, (0 missing)
c5 < 4097.838 to the left, improve=1.8000000, (0 missing)
c10 < 4610.344 to the left, improve=0.8000000, (0 missing)
c11 < 4170.953 to the left, improve=0.4666667, (0 missing)
c1 < 4285.637 to the right, improve=0.3000000, (0 missing)
Node number 465830: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 465831: 9 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1111111 P(node) =0.0008600096
class counts: 1 8
probabilities: 0.111 0.889
left son=931662 (1 obs) right son=931663 (8 obs)
Primary splits:
c4 < 4622.713 to the right, improve=1.7777780, (0 missing)
c11 < 4182.282 to the left, improve=0.7777778, (0 missing)
c1 < 4288.429 to the right, improve=0.4444444, (0 missing)
c2 < 4263.74 to the right, improve=0.4444444, (0 missing)
c6 < 4347.099 to the right, improve=0.4444444, (0 missing)
Node number 465832: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 465833: 11 observations, complexity param=0.0004254414
predicted class=open expected loss=0.4545455 P(node) =0.001051123
class counts: 5 6
probabilities: 0.455 0.545
left son=931666 (3 obs) right son=931667 (8 obs)
Primary splits:
c9 < 4189.472 to the left, improve=2.454545, (0 missing)
c6 < 4335.949 to the right, improve=1.704545, (0 missing)
c1 < 4282.57 to the right, improve=1.454545, (0 missing)
c10 < 4609.774 to the left, improve=1.454545, (0 missing)
c15 < 4598.959 to the right, improve=1.454545, (0 missing)
Surrogate splits:
c1 < 4282.57 to the right, agree=0.909, adj=0.667, (0 split)
c10 < 4609.774 to the left, agree=0.909, adj=0.667, (0 split)
c3 < 4005.951 to the right, agree=0.818, adj=0.333, (0 split)
c7 < 4210.538 to the left, agree=0.818, adj=0.333, (0 split)
c11 < 4181.269 to the left, agree=0.818, adj=0.333, (0 split)
Node number 465834: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 465835: 13 observations
predicted class=open expected loss=0 P(node) =0.001242236
class counts: 0 13
probabilities: 0.000 1.000
Node number 465836: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=931672 (3 obs) right son=931673 (1 obs)
Primary splits:
c1 < 4281.042 to the left, improve=1.5, (0 missing)
c3 < 4011.535 to the left, improve=1.5, (0 missing)
c4 < 4620.298 to the left, improve=1.5, (0 missing)
c6 < 4333.893 to the right, improve=1.5, (0 missing)
c7 < 4216.623 to the right, improve=1.5, (0 missing)
Node number 465837: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 465852: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 465853: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 465906: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 465907: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 465908: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 465909: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 465914: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 465915: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 465916: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 465917: 17 observations, complexity param=0.000319081
predicted class=open expected loss=0.2352941 P(node) =0.001624462
class counts: 4 13
probabilities: 0.235 0.765
left son=931834 (6 obs) right son=931835 (11 obs)
Primary splits:
c8 < 4062.36 to the left, improve=3.450980, (0 missing)
c2 < 4252.276 to the left, improve=1.884314, (0 missing)
c16 < 4360.426 to the left, improve=1.673203, (0 missing)
c12 < 4200.315 to the left, improve=1.355742, (0 missing)
c13 < 4277.454 to the left, improve=1.317647, (0 missing)
Surrogate splits:
c16 < 4359.259 to the left, agree=0.824, adj=0.500, (0 split)
c2 < 4253.227 to the left, agree=0.765, adj=0.333, (0 split)
c12 < 4207.211 to the left, agree=0.765, adj=0.333, (0 split)
c1 < 4282.588 to the right, agree=0.706, adj=0.167, (0 split)
c4 < 4619.617 to the left, agree=0.706, adj=0.167, (0 split)
Node number 465918: 5 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4 P(node) =0.0004777831
class counts: 3 2
probabilities: 0.600 0.400
left son=931836 (3 obs) right son=931837 (2 obs)
Primary splits:
c10 < 4611.026 to the left, improve=2.400000, (0 missing)
c2 < 4256.403 to the left, improve=1.066667, (0 missing)
c3 < 3988.806 to the left, improve=1.066667, (0 missing)
c11 < 4204.594 to the right, improve=1.066667, (0 missing)
c12 < 4234.111 to the right, improve=1.066667, (0 missing)
Surrogate splits:
c2 < 4256.403 to the left, agree=0.8, adj=0.5, (0 split)
c3 < 3988.806 to the left, agree=0.8, adj=0.5, (0 split)
c11 < 4204.594 to the right, agree=0.8, adj=0.5, (0 split)
c12 < 4234.111 to the right, agree=0.8, adj=0.5, (0 split)
c13 < 4274.293 to the right, agree=0.8, adj=0.5, (0 split)
Node number 465919: 228 observations, complexity param=0.000319081
predicted class=open expected loss=0.07894737 P(node) =0.02178691
class counts: 18 210
probabilities: 0.079 0.921
left son=931838 (8 obs) right son=931839 (220 obs)
Primary splits:
c12 < 4272.872 to the right, improve=1.453349, (0 missing)
c15 < 4596.933 to the left, improve=1.286686, (0 missing)
c11 < 4205.349 to the left, improve=1.251573, (0 missing)
c9 < 4180.307 to the left, improve=1.053859, (0 missing)
c4 < 4616.312 to the left, improve=1.012440, (0 missing)
Node number 466932: 3 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=933864 (2 obs) right son=933865 (1 obs)
Primary splits:
c1 < 4301.738 to the left, improve=1.333333, (0 missing)
c2 < 4255.644 to the right, improve=1.333333, (0 missing)
c5 < 4143.551 to the left, improve=1.333333, (0 missing)
c7 < 4217.145 to the right, improve=1.333333, (0 missing)
c9 < 4185.636 to the right, improve=1.333333, (0 missing)
Node number 466933: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 491494: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=982988 (2 obs) right son=982989 (1 obs)
Primary splits:
c1 < 4286.763 to the left, improve=1.333333, (0 missing)
c2 < 4260.274 to the left, improve=1.333333, (0 missing)
c3 < 4005.981 to the left, improve=1.333333, (0 missing)
c4 < 4614.84 to the left, improve=1.333333, (0 missing)
c7 < 4222.377 to the left, improve=1.333333, (0 missing)
Node number 491495: 38 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05263158 P(node) =0.003631151
class counts: 2 36
probabilities: 0.053 0.947
left son=982990 (1 obs) right son=982991 (37 obs)
Primary splits:
c11 < 4165.935 to the left, improve=1.8435280, (0 missing)
c16 < 4325.858 to the left, improve=1.1228070, (0 missing)
c1 < 4285.62 to the right, improve=0.8450292, (0 missing)
c5 < 4091.307 to the left, improve=0.8450292, (0 missing)
c12 < 4260.128 to the right, improve=0.8450292, (0 missing)
Node number 491500: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 491501: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 491502: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 491503: 104 observations, complexity param=0.0001063603
predicted class=open expected loss=0.009615385 P(node) =0.009937888
class counts: 1 103
probabilities: 0.010 0.990
left son=983006 (3 obs) right son=983007 (101 obs)
Primary splits:
c12 < 4275.866 to the right, improve=0.6474359, (0 missing)
c6 < 4324.147 to the left, improve=0.3141026, (0 missing)
c13 < 4251.762 to the left, improve=0.2664835, (0 missing)
c11 < 4179.025 to the left, improve=0.1807692, (0 missing)
c15 < 4571.924 to the left, improve=0.1807692, (0 missing)
Node number 516030: 2 observations, complexity param=0.0001276324
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=1032060 (1 obs) right son=1032061 (1 obs)
Primary splits:
c1 < 4275.333 to the right, improve=1, (0 missing)
c2 < 4257.973 to the left, improve=1, (0 missing)
c3 < 4003.008 to the right, improve=1, (0 missing)
c4 < 4634.84 to the right, improve=1, (0 missing)
c5 < 4131.607 to the right, improve=1, (0 missing)
Node number 516031: 59 observations, complexity param=0.0001276324
predicted class=open expected loss=0.03389831 P(node) =0.00563784
class counts: 2 57
probabilities: 0.034 0.966
left son=1032062 (16 obs) right son=1032063 (43 obs)
Primary splits:
c4 < 4635.462 to the left, improve=0.3644068, (0 missing)
c16 < 4354.285 to the right, improve=0.3014438, (0 missing)
c13 < 4270.244 to the left, improve=0.2453592, (0 missing)
c9 < 4197.092 to the left, improve=0.2354760, (0 missing)
c6 < 4346.895 to the right, improve=0.2280431, (0 missing)
Surrogate splits:
c7 < 4248.33 to the right, agree=0.763, adj=0.125, (0 split)
c8 < 4080.463 to the left, agree=0.746, adj=0.063, (0 split)
c16 < 4354.285 to the right, agree=0.746, adj=0.063, (0 split)
Node number 524152: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 524153: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 524156: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 524157: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 524246: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 524247: 12 observations
predicted class=open expected loss=0 P(node) =0.001146679
class counts: 0 12
probabilities: 0.000 1.000
Node number 524252: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 524253: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 524254: 5 observations, complexity param=0.0001063603
predicted class=open expected loss=0.2 P(node) =0.0004777831
class counts: 1 4
probabilities: 0.200 0.800
left son=1048508 (1 obs) right son=1048509 (4 obs)
Primary splits:
c6 < 4346.186 to the right, improve=1.6, (0 missing)
c8 < 4061.509 to the left, improve=1.6, (0 missing)
c9 < 4215.782 to the right, improve=1.6, (0 missing)
c13 < 4276.285 to the left, improve=1.6, (0 missing)
c16 < 4362.653 to the left, improve=1.6, (0 missing)
Node number 524255: 83 observations
predicted class=open expected loss=0 P(node) =0.007931199
class counts: 0 83
probabilities: 0.000 1.000
Node number 524276: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 524277: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 721924: 12 observations
predicted class=closed expected loss=0 P(node) =0.001146679
class counts: 12 0
probabilities: 1.000 0.000
Node number 721925: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=1443850 (1 obs) right son=1443851 (1 obs)
Primary splits:
c1 < 4339.146 to the left, improve=1, (0 missing)
c2 < 4301.92 to the right, improve=1, (0 missing)
c3 < 4018.495 to the right, improve=1, (0 missing)
c4 < 4607.021 to the right, improve=1, (0 missing)
c5 < 4145.345 to the right, improve=1, (0 missing)
Node number 721986: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 721987: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 745510: 105 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.3238095 P(node) =0.01003344
class counts: 71 34
probabilities: 0.676 0.324
left son=1491020 (20 obs) right son=1491021 (85 obs)
Primary splits:
c8 < 4060.311 to the left, improve=3.704482, (0 missing)
c4 < 4625.019 to the left, improve=3.540952, (0 missing)
c16 < 4381.389 to the left, improve=3.020120, (0 missing)
c5 < 4134.585 to the right, improve=2.893144, (0 missing)
c12 < 4240.939 to the left, improve=2.734512, (0 missing)
Surrogate splits:
c9 < 4179.172 to the left, agree=0.819, adj=0.05, (0 split)
Node number 745511: 11 observations, complexity param=0.0004254414
predicted class=open expected loss=0.1818182 P(node) =0.001051123
class counts: 2 9
probabilities: 0.182 0.818
left son=1491022 (2 obs) right son=1491023 (9 obs)
Primary splits:
c13 < 4289.425 to the right, improve=3.2727270, (0 missing)
c2 < 4263.893 to the left, improve=1.4727270, (0 missing)
c5 < 4123.333 to the left, improve=1.4727270, (0 missing)
c7 < 4217.352 to the left, improve=1.2727270, (0 missing)
c8 < 4066.332 to the right, improve=0.6060606, (0 missing)
Node number 746480: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 746481: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 747512: 7 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1428571 P(node) =0.0006688963
class counts: 6 1
probabilities: 0.857 0.143
left son=1495024 (6 obs) right son=1495025 (1 obs)
Primary splits:
c5 < 4103.294 to the right, improve=1.714286, (0 missing)
c6 < 4345.811 to the left, improve=1.714286, (0 missing)
c7 < 4221.628 to the right, improve=1.714286, (0 missing)
c8 < 4087.846 to the left, improve=1.714286, (0 missing)
c15 < 4591.129 to the right, improve=1.714286, (0 missing)
Node number 747513: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 747514: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=1495028 (2 obs) right son=1495029 (1 obs)
Primary splits:
c1 < 4307.111 to the left, improve=1.333333, (0 missing)
c2 < 4273.521 to the left, improve=1.333333, (0 missing)
c4 < 4619.722 to the right, improve=1.333333, (0 missing)
c5 < 4110.299 to the left, improve=1.333333, (0 missing)
c6 < 4338.429 to the right, improve=1.333333, (0 missing)
Node number 747515: 36 observations, complexity param=0.0002127207
predicted class=open expected loss=0.02777778 P(node) =0.003440038
class counts: 1 35
probabilities: 0.028 0.972
left son=1495030 (1 obs) right son=1495031 (35 obs)
Primary splits:
c3 < 4023.59 to the right, improve=1.9444440, (0 missing)
c2 < 4262.149 to the left, improve=0.9444444, (0 missing)
c8 < 4066.577 to the left, improve=0.3444444, (0 missing)
c9 < 4225.139 to the right, improve=0.3444444, (0 missing)
c12 < 4212.734 to the left, improve=0.2777778, (0 missing)
Node number 747516: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 747517: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 888834: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 888835: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 929812: 32 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.03125 P(node) =0.003057812
class counts: 31 1
probabilities: 0.969 0.031
left son=1859624 (29 obs) right son=1859625 (3 obs)
Primary splits:
c3 < 3988.53 to the left, improve=0.6041667, (0 missing)
c1 < 4290.771 to the left, improve=0.4375000, (0 missing)
c6 < 4340.753 to the left, improve=0.4375000, (0 missing)
c8 < 4057.046 to the right, improve=0.4375000, (0 missing)
c12 < 4206.015 to the right, improve=0.4375000, (0 missing)
Node number 929813: 8 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0007644529
class counts: 6 2
probabilities: 0.750 0.250
left son=1859626 (6 obs) right son=1859627 (2 obs)
Primary splits:
c15 < 4586.872 to the right, improve=3.000000, (0 missing)
c2 < 4242.249 to the right, improve=1.666667, (0 missing)
c3 < 3969.968 to the right, improve=1.666667, (0 missing)
c4 < 4605.18 to the right, improve=1.666667, (0 missing)
c5 < 4101.31 to the left, improve=1.666667, (0 missing)
Surrogate splits:
c2 < 4242.249 to the right, agree=0.875, adj=0.5, (0 split)
c3 < 3969.968 to the right, agree=0.875, adj=0.5, (0 split)
c4 < 4605.18 to the right, agree=0.875, adj=0.5, (0 split)
c5 < 4101.31 to the left, agree=0.875, adj=0.5, (0 split)
c6 < 4327.793 to the right, agree=0.875, adj=0.5, (0 split)
Node number 929814: 37 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.1621622 P(node) =0.003535595
class counts: 31 6
probabilities: 0.838 0.162
left son=1859628 (27 obs) right son=1859629 (10 obs)
Primary splits:
c5 < 4096.827 to the right, improve=3.128128, (0 missing)
c8 < 4082.721 to the left, improve=2.968340, (0 missing)
c11 < 4183.736 to the right, improve=2.968340, (0 missing)
c13 < 4258.966 to the right, improve=2.968340, (0 missing)
c15 < 4580.907 to the right, improve=1.895324, (0 missing)
Surrogate splits:
c8 < 4078.446 to the left, agree=0.811, adj=0.3, (0 split)
c13 < 4261.838 to the right, agree=0.811, adj=0.3, (0 split)
c2 < 4236.352 to the right, agree=0.784, adj=0.2, (0 split)
c10 < 4613.934 to the right, agree=0.784, adj=0.2, (0 split)
c11 < 4183.736 to the right, agree=0.784, adj=0.2, (0 split)
Node number 929815: 31 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.483871 P(node) =0.002962255
class counts: 16 15
probabilities: 0.516 0.484
left son=1859630 (15 obs) right son=1859631 (16 obs)
Primary splits:
c7 < 4219.559 to the left, improve=4.683871, (0 missing)
c16 < 4338.019 to the left, improve=3.524275, (0 missing)
c11 < 4197.402 to the left, improve=3.299088, (0 missing)
c13 < 4260.853 to the left, improve=2.791563, (0 missing)
c9 < 4205.644 to the left, improve=2.446834, (0 missing)
Surrogate splits:
c3 < 3975.28 to the right, agree=0.710, adj=0.400, (0 split)
c5 < 4104.824 to the right, agree=0.710, adj=0.400, (0 split)
c6 < 4327.941 to the left, agree=0.677, adj=0.333, (0 split)
c2 < 4239.478 to the left, agree=0.645, adj=0.267, (0 split)
c4 < 4603.925 to the left, agree=0.645, adj=0.267, (0 split)
Node number 929860: 10 observations
predicted class=closed expected loss=0 P(node) =0.0009555662
class counts: 10 0
probabilities: 1.000 0.000
Node number 929861: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 929984: 17 observations
predicted class=closed expected loss=0 P(node) =0.001624462
class counts: 17 0
probabilities: 1.000 0.000
Node number 929985: 3 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=1859970 (2 obs) right son=1859971 (1 obs)
Primary splits:
c2 < 4263.183 to the right, improve=1.333333, (0 missing)
c3 < 3982.35 to the right, improve=1.333333, (0 missing)
c4 < 4612.192 to the right, improve=1.333333, (0 missing)
c5 < 4102.859 to the right, improve=1.333333, (0 missing)
c7 < 4227.954 to the right, improve=1.333333, (0 missing)
Node number 930026: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 930027: 6 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1666667 P(node) =0.0005733397
class counts: 1 5
probabilities: 0.167 0.833
left son=1860054 (1 obs) right son=1860055 (5 obs)
Primary splits:
c13 < 4279.066 to the right, improve=1.6666670, (0 missing)
c1 < 4281.745 to the right, improve=0.6666667, (0 missing)
c2 < 4266.847 to the right, improve=0.6666667, (0 missing)
c3 < 3988.467 to the right, improve=0.6666667, (0 missing)
c4 < 4606.329 to the left, improve=0.6666667, (0 missing)
Node number 930030: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 930031: 31 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09677419 P(node) =0.002962255
class counts: 3 28
probabilities: 0.097 0.903
left son=1860062 (3 obs) right son=1860063 (28 obs)
Primary splits:
c11 < 4177.633 to the left, improve=2.1574500, (0 missing)
c3 < 3996.134 to the right, improve=1.6860220, (0 missing)
c5 < 4111.256 to the right, improve=1.6860220, (0 missing)
c9 < 4202.895 to the right, improve=0.7050691, (0 missing)
c16 < 4343.918 to the right, improve=0.7050691, (0 missing)
Node number 930046: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 930047: 32 observations, complexity param=0.0002127207
predicted class=open expected loss=0.03125 P(node) =0.003057812
class counts: 1 31
probabilities: 0.031 0.969
left son=1860094 (1 obs) right son=1860095 (31 obs)
Primary splits:
c4 < 4600.858 to the left, improve=1.9375000, (0 missing)
c2 < 4255.393 to the left, improve=0.4375000, (0 missing)
c15 < 4592.459 to the left, improve=0.4375000, (0 missing)
c11 < 4213.995 to the right, improve=0.3375000, (0 missing)
c6 < 4322.855 to the left, improve=0.2708333, (0 missing)
Node number 930400: 13 observations
predicted class=closed expected loss=0 P(node) =0.001242236
class counts: 13 0
probabilities: 1.000 0.000
Node number 930401: 25 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.32 P(node) =0.002388915
class counts: 17 8
probabilities: 0.680 0.320
left son=1860802 (23 obs) right son=1860803 (2 obs)
Primary splits:
c6 < 4326.898 to the right, improve=2.010435, (0 missing)
c7 < 4219.127 to the right, improve=2.010435, (0 missing)
c11 < 4216.334 to the left, improve=2.010435, (0 missing)
c15 < 4587.292 to the right, improve=2.010435, (0 missing)
c5 < 4118.737 to the left, improve=1.996883, (0 missing)
Surrogate splits:
c16 < 4340.194 to the right, agree=0.96, adj=0.5, (0 split)
Node number 930408: 13 observations
predicted class=closed expected loss=0 P(node) =0.001242236
class counts: 13 0
probabilities: 1.000 0.000
Node number 930409: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 930412: 18 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.3888889 P(node) =0.001720019
class counts: 11 7
probabilities: 0.611 0.389
left son=1860824 (6 obs) right son=1860825 (12 obs)
Primary splits:
c10 < 4602.955 to the left, improve=2.722222, (0 missing)
c15 < 4605.835 to the left, improve=2.340171, (0 missing)
c4 < 4613.804 to the left, improve=1.680556, (0 missing)
c11 < 4194.096 to the left, improve=1.555556, (0 missing)
c13 < 4282.987 to the right, improve=1.555556, (0 missing)
Surrogate splits:
c3 < 4010.666 to the right, agree=0.778, adj=0.333, (0 split)
c7 < 4213.726 to the left, agree=0.778, adj=0.333, (0 split)
c11 < 4194.096 to the left, agree=0.778, adj=0.333, (0 split)
c13 < 4263.741 to the left, agree=0.778, adj=0.333, (0 split)
c12 < 4224.47 to the left, agree=0.722, adj=0.167, (0 split)
Node number 930413: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 930558: 14 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2142857 P(node) =0.001337793
class counts: 3 11
probabilities: 0.214 0.786
left son=1861116 (2 obs) right son=1861117 (12 obs)
Primary splits:
c10 < 4615.817 to the right, improve=2.880952, (0 missing)
c1 < 4279.446 to the right, improve=1.714286, (0 missing)
c9 < 4180.494 to the right, improve=1.714286, (0 missing)
c8 < 4056.866 to the left, improve=1.562771, (0 missing)
c15 < 4591.786 to the right, improve=1.562771, (0 missing)
Surrogate splits:
c8 < 4056.866 to the left, agree=0.929, adj=0.5, (0 split)
c15 < 4591.786 to the right, agree=0.929, adj=0.5, (0 split)
Node number 930559: 31 observations
predicted class=open expected loss=0 P(node) =0.002962255
class counts: 0 31
probabilities: 0.000 1.000
Node number 930566: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 930567: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 930762: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=1861524 (3 obs) right son=1861525 (1 obs)
Primary splits:
c5 < 4116.175 to the right, improve=1.5, (0 missing)
c6 < 4335.635 to the left, improve=1.5, (0 missing)
c10 < 4608.928 to the right, improve=1.5, (0 missing)
c12 < 4195.362 to the right, improve=1.5, (0 missing)
c15 < 4592.71 to the left, improve=1.5, (0 missing)
Node number 930763: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 930780: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 930781: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 930782: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 930783: 41 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09756098 P(node) =0.003917821
class counts: 4 37
probabilities: 0.098 0.902
left son=1861566 (9 obs) right son=1861567 (32 obs)
Primary splits:
c12 < 4217.526 to the left, improve=1.2820120, (0 missing)
c16 < 4358.136 to the right, improve=0.9225425, (0 missing)
c4 < 4613.495 to the right, improve=0.7814170, (0 missing)
c9 < 4194.406 to the right, improve=0.6755562, (0 missing)
c10 < 4614.956 to the right, improve=0.5976635, (0 missing)
Surrogate splits:
c16 < 4358.136 to the right, agree=0.854, adj=0.333, (0 split)
Node number 930808: 13 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2307692 P(node) =0.001242236
class counts: 10 3
probabilities: 0.769 0.231
left son=1861616 (9 obs) right son=1861617 (4 obs)
Primary splits:
c3 < 4000.537 to the right, improve=3.115385, (0 missing)
c7 < 4227.394 to the left, improve=2.797203, (0 missing)
c13 < 4276.8 to the left, improve=2.797203, (0 missing)
c6 < 4328.559 to the right, improve=2.215385, (0 missing)
c1 < 4298.392 to the left, improve=1.615385, (0 missing)
Surrogate splits:
c7 < 4227.394 to the left, agree=0.846, adj=0.50, (0 split)
c13 < 4268.034 to the left, agree=0.846, adj=0.50, (0 split)
c6 < 4328.559 to the right, agree=0.769, adj=0.25, (0 split)
c9 < 4190.376 to the right, agree=0.769, adj=0.25, (0 split)
Node number 930809: 18 observations, complexity param=0.0004786216
predicted class=open expected loss=0.2222222 P(node) =0.001720019
class counts: 4 14
probabilities: 0.222 0.778
left son=1861618 (3 obs) right son=1861619 (15 obs)
Primary splits:
c4 < 4605.99 to the left, improve=4.355556, (0 missing)
c15 < 4588.681 to the right, improve=3.555556, (0 missing)
c10 < 4602.16 to the left, improve=2.722222, (0 missing)
c11 < 4203.3 to the right, improve=1.422222, (0 missing)
c1 < 4267.359 to the left, improve=1.281046, (0 missing)
Surrogate splits:
c10 < 4602.16 to the left, agree=0.944, adj=0.667, (0 split)
Node number 930810: 39 observations, complexity param=0.0003545345
predicted class=open expected loss=0.2564103 P(node) =0.003726708
class counts: 10 29
probabilities: 0.256 0.744
left son=1861620 (12 obs) right son=1861621 (27 obs)
Primary splits:
c3 < 3997.389 to the right, improve=3.705128, (0 missing)
c6 < 4334.742 to the left, improve=2.353078, (0 missing)
c16 < 4360.394 to the right, improve=2.171795, (0 missing)
c10 < 4598.023 to the right, improve=1.768347, (0 missing)
c2 < 4267.445 to the left, improve=1.323408, (0 missing)
Surrogate splits:
c8 < 4086.159 to the right, agree=0.769, adj=0.250, (0 split)
c4 < 4595.106 to the left, agree=0.744, adj=0.167, (0 split)
c5 < 4113.334 to the left, agree=0.718, adj=0.083, (0 split)
c10 < 4621.253 to the right, agree=0.718, adj=0.083, (0 split)
c11 < 4208.692 to the right, agree=0.718, adj=0.083, (0 split)
Node number 930811: 57 observations, complexity param=0.0002127207
predicted class=open expected loss=0.07017544 P(node) =0.005446727
class counts: 4 53
probabilities: 0.070 0.930
left son=1861622 (1 obs) right son=1861623 (56 obs)
Primary splits:
c3 < 4023.161 to the right, improve=1.7600250, (0 missing)
c1 < 4291.15 to the left, improve=0.8299008, (0 missing)
c10 < 4608.876 to the left, improve=0.8299008, (0 missing)
c4 < 4610.263 to the right, improve=0.7719298, (0 missing)
c16 < 4353.318 to the left, improve=0.7719298, (0 missing)
Node number 931330: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 931331: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=1862662 (1 obs) right son=1862663 (3 obs)
Primary splits:
c3 < 3977.486 to the left, improve=1.5, (0 missing)
c5 < 4110.568 to the left, improve=1.5, (0 missing)
c13 < 4290.455 to the right, improve=1.5, (0 missing)
c15 < 4601.233 to the right, improve=1.5, (0 missing)
c16 < 4361.224 to the right, improve=1.5, (0 missing)
Node number 931332: 34 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.1764706 P(node) =0.003248925
class counts: 28 6
probabilities: 0.824 0.176
left son=1862664 (33 obs) right son=1862665 (1 obs)
Primary splits:
c11 < 4213.744 to the left, improve=1.3975040, (0 missing)
c6 < 4328.377 to the right, improve=1.1204480, (0 missing)
c7 < 4221.373 to the right, improve=1.1204480, (0 missing)
c15 < 4584.785 to the right, improve=0.9490196, (0 missing)
c16 < 4352.677 to the right, improve=0.8823529, (0 missing)
Node number 931333: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=1862666 (1 obs) right son=1862667 (3 obs)
Primary splits:
c1 < 4297.975 to the right, improve=1.5, (0 missing)
c2 < 4248.41 to the left, improve=1.5, (0 missing)
c4 < 4621.538 to the right, improve=1.5, (0 missing)
c5 < 4110.163 to the left, improve=1.5, (0 missing)
c8 < 4056.481 to the left, improve=1.5, (0 missing)
Node number 931334: 14 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2857143 P(node) =0.001337793
class counts: 10 4
probabilities: 0.714 0.286
left son=1862668 (10 obs) right son=1862669 (4 obs)
Primary splits:
c6 < 4330.988 to the right, improve=2.414286, (0 missing)
c7 < 4239.931 to the left, improve=2.414286, (0 missing)
c4 < 4622.447 to the left, improve=2.380952, (0 missing)
c1 < 4294.631 to the left, improve=1.714286, (0 missing)
c5 < 4122.04 to the right, improve=1.714286, (0 missing)
Surrogate splits:
c3 < 3991.233 to the right, agree=0.857, adj=0.50, (0 split)
c4 < 4622.447 to the left, agree=0.857, adj=0.50, (0 split)
c5 < 4113.362 to the right, agree=0.857, adj=0.50, (0 split)
c10 < 4620.906 to the left, agree=0.857, adj=0.50, (0 split)
c8 < 4065.873 to the left, agree=0.786, adj=0.25, (0 split)
Node number 931335: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 931396: 17 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1764706 P(node) =0.001624462
class counts: 14 3
probabilities: 0.824 0.176
left son=1862792 (16 obs) right son=1862793 (1 obs)
Primary splits:
c6 < 4327.835 to the right, improve=1.441176, (0 missing)
c8 < 4081.97 to the left, improve=1.441176, (0 missing)
c11 < 4216.622 to the left, improve=1.441176, (0 missing)
c10 < 4611.476 to the right, improve=1.191176, (0 missing)
c16 < 4358.453 to the left, improve=1.095023, (0 missing)
Node number 931397: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 931400: 20 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1 P(node) =0.001911132
class counts: 18 2
probabilities: 0.900 0.100
left son=1862800 (19 obs) right son=1862801 (1 obs)
Primary splits:
c16 < 4361.425 to the left, improve=1.7052630, (0 missing)
c13 < 4272.488 to the right, improve=1.2000000, (0 missing)
c6 < 4334.305 to the left, improve=0.7428571, (0 missing)
c1 < 4305.194 to the left, improve=0.7111111, (0 missing)
c4 < 4622.109 to the left, improve=0.7111111, (0 missing)
Node number 931401: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=1862802 (1 obs) right son=1862803 (3 obs)
Primary splits:
c2 < 4250.478 to the left, improve=1.5, (0 missing)
c7 < 4243.221 to the right, improve=1.5, (0 missing)
c9 < 4196.55 to the left, improve=1.5, (0 missing)
c13 < 4285.859 to the right, improve=1.5, (0 missing)
c16 < 4359.973 to the right, improve=1.5, (0 missing)
Node number 931402: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 931403: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 931404: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 931405: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=1862810 (1 obs) right son=1862811 (3 obs)
Primary splits:
c4 < 4617.786 to the left, improve=1.5, (0 missing)
c5 < 4131.385 to the right, improve=1.5, (0 missing)
c6 < 4350.375 to the right, improve=1.5, (0 missing)
c7 < 4248.36 to the right, improve=1.5, (0 missing)
c10 < 4609.638 to the left, improve=1.5, (0 missing)
Node number 931406: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=1862812 (3 obs) right son=1862813 (3 obs)
Primary splits:
c8 < 4066.001 to the right, improve=3.0, (0 missing)
c9 < 4206.209 to the left, improve=3.0, (0 missing)
c3 < 3997.19 to the right, improve=1.5, (0 missing)
c4 < 4618.727 to the left, improve=1.5, (0 missing)
c5 < 4118.14 to the right, improve=1.5, (0 missing)
Surrogate splits:
c9 < 4206.209 to the left, agree=1.000, adj=1.000, (0 split)
c3 < 3997.19 to the right, agree=0.833, adj=0.667, (0 split)
c4 < 4618.727 to the left, agree=0.833, adj=0.667, (0 split)
c5 < 4118.14 to the right, agree=0.833, adj=0.667, (0 split)
c11 < 4196.826 to the left, agree=0.833, adj=0.667, (0 split)
Node number 931407: 20 observations, complexity param=0.0001063603
predicted class=open expected loss=0.05 P(node) =0.001911132
class counts: 1 19
probabilities: 0.050 0.950
left son=1862814 (4 obs) right son=1862815 (16 obs)
Primary splits:
c1 < 4300.721 to the right, improve=0.4, (0 missing)
c7 < 4221.833 to the left, improve=0.4, (0 missing)
c11 < 4185.054 to the left, improve=0.4, (0 missing)
c2 < 4267.983 to the right, improve=0.3, (0 missing)
c16 < 4350.185 to the left, improve=0.3, (0 missing)
Surrogate splits:
c11 < 4212.673 to the right, agree=0.9, adj=0.5, (0 split)
Node number 931562: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 931563: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 931572: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 931573: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 931590: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 931591: 11 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1818182 P(node) =0.001051123
class counts: 2 9
probabilities: 0.182 0.818
left son=1863182 (1 obs) right son=1863183 (10 obs)
Primary splits:
c4 < 4616.492 to the left, improve=1.472727, (0 missing)
c5 < 4095.465 to the left, improve=1.472727, (0 missing)
c8 < 4058.891 to the left, improve=1.472727, (0 missing)
c9 < 4190.034 to the left, improve=1.472727, (0 missing)
c11 < 4190.089 to the left, improve=1.272727, (0 missing)
Node number 931596: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 931597: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 931598: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 931599: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 931662: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 931663: 8 observations
predicted class=open expected loss=0 P(node) =0.0007644529
class counts: 0 8
probabilities: 0.000 1.000
Node number 931666: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 931667: 8 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0007644529
class counts: 2 6
probabilities: 0.250 0.750
left son=1863334 (3 obs) right son=1863335 (5 obs)
Primary splits:
c7 < 4230.471 to the right, improve=1.666667, (0 missing)
c16 < 4343.217 to the right, improve=1.666667, (0 missing)
c2 < 4271.897 to the right, improve=1.285714, (0 missing)
c3 < 3973.767 to the left, improve=1.285714, (0 missing)
c8 < 4055.718 to the left, improve=1.285714, (0 missing)
Surrogate splits:
c8 < 4066.609 to the right, agree=0.875, adj=0.667, (0 split)
c9 < 4200.66 to the right, agree=0.875, adj=0.667, (0 split)
c10 < 4615.856 to the right, agree=0.875, adj=0.667, (0 split)
c13 < 4270.683 to the right, agree=0.875, adj=0.667, (0 split)
c15 < 4595.955 to the right, agree=0.875, adj=0.667, (0 split)
Node number 931672: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 931673: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 931834: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.3333333 P(node) =0.0005733397
class counts: 4 2
probabilities: 0.667 0.333
left son=1863668 (4 obs) right son=1863669 (2 obs)
Primary splits:
c1 < 4285.626 to the left, improve=2.666667, (0 missing)
c11 < 4212.106 to the left, improve=2.666667, (0 missing)
c13 < 4279.291 to the left, improve=2.666667, (0 missing)
c2 < 4252.276 to the left, improve=1.333333, (0 missing)
c15 < 4602.385 to the right, improve=1.333333, (0 missing)
Surrogate splits:
c11 < 4212.106 to the left, agree=1.000, adj=1.0, (0 split)
c13 < 4279.291 to the left, agree=1.000, adj=1.0, (0 split)
c2 < 4252.276 to the left, agree=0.833, adj=0.5, (0 split)
c15 < 4602.385 to the right, agree=0.833, adj=0.5, (0 split)
Node number 931835: 11 observations
predicted class=open expected loss=0 P(node) =0.001051123
class counts: 0 11
probabilities: 0.000 1.000
Node number 931836: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 931837: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 931838: 8 observations, complexity param=0.000319081
predicted class=open expected loss=0.375 P(node) =0.0007644529
class counts: 3 5
probabilities: 0.375 0.625
left son=1863676 (3 obs) right son=1863677 (5 obs)
Primary splits:
c4 < 4619.279 to the left, improve=3.75, (0 missing)
c7 < 4231.998 to the left, improve=3.75, (0 missing)
c9 < 4203.925 to the left, improve=2.25, (0 missing)
c11 < 4206.23 to the left, improve=2.25, (0 missing)
c15 < 4597.838 to the left, improve=2.25, (0 missing)
Surrogate splits:
c7 < 4231.998 to the left, agree=1.000, adj=1.000, (0 split)
c9 < 4203.925 to the left, agree=0.875, adj=0.667, (0 split)
c11 < 4206.23 to the left, agree=0.875, adj=0.667, (0 split)
c12 < 4276.716 to the left, agree=0.875, adj=0.667, (0 split)
c15 < 4597.838 to the left, agree=0.875, adj=0.667, (0 split)
Node number 931839: 220 observations, complexity param=0.0002127207
predicted class=open expected loss=0.06818182 P(node) =0.02102246
class counts: 15 205
probabilities: 0.068 0.932
left son=1863678 (120 obs) right son=1863679 (100 obs)
Primary splits:
c11 < 4204.071 to the left, improve=1.2412120, (0 missing)
c8 < 4080.629 to the right, improve=1.1436870, (0 missing)
c9 < 4180.307 to the left, improve=1.1266380, (0 missing)
c4 < 4615.831 to the left, improve=1.0290170, (0 missing)
c3 < 3994.671 to the right, improve=0.7031449, (0 missing)
Surrogate splits:
c7 < 4231.276 to the left, agree=0.645, adj=0.22, (0 split)
c16 < 4347.941 to the left, agree=0.636, adj=0.20, (0 split)
c15 < 4610.971 to the left, agree=0.618, adj=0.16, (0 split)
c9 < 4198.385 to the left, agree=0.600, adj=0.12, (0 split)
c1 < 4287.829 to the left, agree=0.595, adj=0.11, (0 split)
Node number 933864: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 933865: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 982988: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 982989: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 982990: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 982991: 37 observations, complexity param=0.0001063603
predicted class=open expected loss=0.02702703 P(node) =0.003535595
class counts: 1 36
probabilities: 0.027 0.973
left son=1965982 (2 obs) right son=1965983 (35 obs)
Primary splits:
c5 < 4091.307 to the left, improve=0.9459459, (0 missing)
c12 < 4260.128 to the right, improve=0.9459459, (0 missing)
c15 < 4605.146 to the right, improve=0.9459459, (0 missing)
c13 < 4272.545 to the right, improve=0.4459459, (0 missing)
c16 < 4325.519 to the left, improve=0.4459459, (0 missing)
Node number 983006: 3 observations, complexity param=0.0001063603
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=1966012 (1 obs) right son=1966013 (2 obs)
Primary splits:
c1 < 4274.501 to the left, improve=1.333333, (0 missing)
c4 < 4610.732 to the left, improve=1.333333, (0 missing)
c5 < 4106.811 to the left, improve=1.333333, (0 missing)
c6 < 4326.914 to the left, improve=1.333333, (0 missing)
c7 < 4219.113 to the right, improve=1.333333, (0 missing)
Node number 983007: 101 observations
predicted class=open expected loss=0 P(node) =0.009651218
class counts: 0 101
probabilities: 0.000 1.000
Node number 1032060: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1032061: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1032062: 16 observations, complexity param=0.0001276324
predicted class=open expected loss=0.125 P(node) =0.001528906
class counts: 2 14
probabilities: 0.125 0.875
left son=2064124 (1 obs) right son=2064125 (15 obs)
Primary splits:
c4 < 4635.274 to the right, improve=1.6333330, (0 missing)
c7 < 4224.205 to the left, improve=1.6333330, (0 missing)
c9 < 4197.572 to the left, improve=1.6333330, (0 missing)
c13 < 4270.857 to the left, improve=1.1000000, (0 missing)
c3 < 3985.081 to the left, improve=0.8333333, (0 missing)
Node number 1032063: 43 observations
predicted class=open expected loss=0 P(node) =0.004108935
class counts: 0 43
probabilities: 0.000 1.000
Node number 1048508: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1048509: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 1443850: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1443851: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1491020: 20 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.05 P(node) =0.001911132
class counts: 19 1
probabilities: 0.950 0.050
left son=2982040 (19 obs) right son=2982041 (1 obs)
Primary splits:
c5 < 4157.787 to the left, improve=1.9000000, (0 missing)
c6 < 4360.798 to the left, improve=1.9000000, (0 missing)
c4 < 4627.392 to the left, improve=0.5666667, (0 missing)
c9 < 4207.459 to the left, improve=0.5666667, (0 missing)
c2 < 4280.813 to the left, improve=0.3000000, (0 missing)
Node number 1491021: 85 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.3882353 P(node) =0.008122312
class counts: 52 33
probabilities: 0.612 0.388
left son=2982042 (74 obs) right son=2982043 (11 obs)
Primary splits:
c8 < 4067.725 to the right, improve=4.671311, (0 missing)
c5 < 4134.585 to the right, improve=3.743027, (0 missing)
c15 < 4609.335 to the left, improve=3.699051, (0 missing)
c12 < 4240.939 to the left, improve=3.540650, (0 missing)
c16 < 4381.389 to the left, improve=3.530456, (0 missing)
Node number 1491022: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1491023: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 1495024: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 1495025: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1495028: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1495029: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1495030: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1495031: 35 observations
predicted class=open expected loss=0 P(node) =0.003344482
class counts: 0 35
probabilities: 0.000 1.000
Node number 1859624: 29 observations
predicted class=closed expected loss=0 P(node) =0.002771142
class counts: 29 0
probabilities: 1.000 0.000
Node number 1859625: 3 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=3719250 (2 obs) right son=3719251 (1 obs)
Primary splits:
c3 < 3989.316 to the right, improve=1.333333, (0 missing)
c4 < 4609.927 to the left, improve=1.333333, (0 missing)
c5 < 4100.264 to the left, improve=1.333333, (0 missing)
c6 < 4340.529 to the left, improve=1.333333, (0 missing)
c7 < 4219.646 to the right, improve=1.333333, (0 missing)
Node number 1859626: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 1859627: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 1859628: 27 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.03703704 P(node) =0.002580029
class counts: 26 1
probabilities: 0.963 0.037
left son=3719256 (24 obs) right son=3719257 (3 obs)
Primary splits:
c16 < 4349.794 to the left, improve=0.5925926, (0 missing)
c10 < 4616.291 to the right, improve=0.4259259, (0 missing)
c3 < 3975.397 to the right, improve=0.3259259, (0 missing)
c6 < 4324.484 to the right, improve=0.2592593, (0 missing)
c7 < 4234.541 to the left, improve=0.2592593, (0 missing)
Node number 1859629: 10 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.5 P(node) =0.0009555662
class counts: 5 5
probabilities: 0.500 0.500
left son=3719258 (6 obs) right son=3719259 (4 obs)
Primary splits:
c10 < 4620.675 to the left, improve=3.333333, (0 missing)
c15 < 4584.686 to the right, improve=2.142857, (0 missing)
c8 < 4065.76 to the left, improve=1.800000, (0 missing)
c2 < 4246.688 to the right, improve=1.250000, (0 missing)
c3 < 3983.013 to the left, improve=1.250000, (0 missing)
Surrogate splits:
c8 < 4065.76 to the left, agree=0.9, adj=0.75, (0 split)
c1 < 4268.288 to the right, agree=0.8, adj=0.50, (0 split)
c6 < 4319.184 to the right, agree=0.8, adj=0.50, (0 split)
c15 < 4579.862 to the right, agree=0.8, adj=0.50, (0 split)
c2 < 4236.104 to the right, agree=0.7, adj=0.25, (0 split)
Node number 1859630: 15 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.2 P(node) =0.001433349
class counts: 12 3
probabilities: 0.800 0.200
left son=3719260 (13 obs) right son=3719261 (2 obs)
Primary splits:
c10 < 4611.252 to the left, improve=2.953846, (0 missing)
c11 < 4197.402 to the left, improve=2.953846, (0 missing)
c7 < 4214.283 to the right, improve=1.800000, (0 missing)
c13 < 4266.378 to the left, improve=1.371429, (0 missing)
c1 < 4292.713 to the left, improve=1.371429, (0 missing)
Node number 1859631: 16 observations, complexity param=0.000319081
predicted class=open expected loss=0.25 P(node) =0.001528906
class counts: 4 12
probabilities: 0.250 0.750
left son=3719262 (7 obs) right son=3719263 (9 obs)
Primary splits:
c8 < 4067.523 to the right, improve=2.571429, (0 missing)
c1 < 4269.727 to the left, improve=2.571429, (0 missing)
c4 < 4604.475 to the left, improve=2.571429, (0 missing)
c2 < 4241.35 to the left, improve=1.781818, (0 missing)
c7 < 4228.669 to the right, improve=1.781818, (0 missing)
Surrogate splits:
c16 < 4338.954 to the left, agree=0.812, adj=0.571, (0 split)
c1 < 4270.926 to the left, agree=0.750, adj=0.429, (0 split)
c7 < 4224.576 to the right, agree=0.750, adj=0.429, (0 split)
c9 < 4198.023 to the right, agree=0.750, adj=0.429, (0 split)
c13 < 4267.478 to the right, agree=0.750, adj=0.429, (0 split)
Node number 1859970: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1859971: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1860054: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1860055: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 1860062: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=3720124 (2 obs) right son=3720125 (1 obs)
Primary splits:
c2 < 4256.881 to the right, improve=1.333333, (0 missing)
c3 < 3980.353 to the right, improve=1.333333, (0 missing)
c4 < 4612.669 to the left, improve=1.333333, (0 missing)
c5 < 4102.04 to the right, improve=1.333333, (0 missing)
c6 < 4334.541 to the right, improve=1.333333, (0 missing)
Node number 1860063: 28 observations, complexity param=0.0002127207
predicted class=open expected loss=0.03571429 P(node) =0.002675585
class counts: 1 27
probabilities: 0.036 0.964
left son=3720126 (1 obs) right son=3720127 (27 obs)
Primary splits:
c3 < 3996.134 to the right, improve=1.9285710, (0 missing)
c8 < 4085.817 to the right, improve=0.4285714, (0 missing)
c2 < 4264.112 to the right, improve=0.3285714, (0 missing)
c12 < 4211.766 to the left, improve=0.3285714, (0 missing)
c15 < 4582.243 to the left, improve=0.3285714, (0 missing)
Node number 1860094: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1860095: 31 observations
predicted class=open expected loss=0 P(node) =0.002962255
class counts: 0 31
probabilities: 0.000 1.000
Node number 1860802: 23 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.2608696 P(node) =0.002197802
class counts: 17 6
probabilities: 0.739 0.261
left son=3721604 (21 obs) right son=3721605 (2 obs)
Primary splits:
c11 < 4216.334 to the left, improve=2.393375, (0 missing)
c5 < 4122.074 to the left, improve=1.402899, (0 missing)
c10 < 4622.552 to the left, improve=1.402899, (0 missing)
c3 < 3999.152 to the left, improve=1.369565, (0 missing)
c2 < 4264.236 to the right, improve=1.218050, (0 missing)
Surrogate splits:
c13 < 4288.514 to the left, agree=0.957, adj=0.5, (0 split)
Node number 1860803: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 1860824: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 1860825: 12 observations, complexity param=0.0004254414
predicted class=open expected loss=0.4166667 P(node) =0.001146679
class counts: 5 7
probabilities: 0.417 0.583
left son=3721650 (7 obs) right son=3721651 (5 obs)
Primary splits:
c10 < 4608.105 to the right, improve=2.976190, (0 missing)
c11 < 4214.011 to the right, improve=2.722222, (0 missing)
c13 < 4279.887 to the right, improve=2.519048, (0 missing)
c15 < 4605.795 to the left, improve=2.083333, (0 missing)
c2 < 4249.236 to the left, improve=1.633333, (0 missing)
Surrogate splits:
c3 < 4010.12 to the left, agree=0.833, adj=0.6, (0 split)
c12 < 4228.539 to the right, agree=0.833, adj=0.6, (0 split)
c16 < 4353.728 to the left, agree=0.833, adj=0.6, (0 split)
c4 < 4613.724 to the left, agree=0.750, adj=0.4, (0 split)
c7 < 4218.429 to the right, agree=0.750, adj=0.4, (0 split)
Node number 1861116: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1861117: 12 observations, complexity param=0.0002127207
predicted class=open expected loss=0.08333333 P(node) =0.001146679
class counts: 1 11
probabilities: 0.083 0.917
left son=3722234 (1 obs) right son=3722235 (11 obs)
Primary splits:
c4 < 4612.73 to the right, improve=1.8333330, (0 missing)
c6 < 4326.566 to the left, improve=1.8333330, (0 missing)
c9 < 4183.503 to the right, improve=1.8333330, (0 missing)
c16 < 4347.245 to the right, improve=0.5000000, (0 missing)
c1 < 4279.446 to the right, improve=0.3333333, (0 missing)
Node number 1861524: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 1861525: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1861566: 9 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0008600096
class counts: 3 6
probabilities: 0.333 0.667
left son=3723132 (2 obs) right son=3723133 (7 obs)
Primary splits:
c5 < 4115.003 to the left, improve=2.285714, (0 missing)
c8 < 4077.618 to the left, improve=1.600000, (0 missing)
c4 < 4607.641 to the left, improve=1.000000, (0 missing)
c11 < 4166.398 to the right, improve=1.000000, (0 missing)
c12 < 4209.41 to the right, improve=1.000000, (0 missing)
Node number 1861567: 32 observations, complexity param=0.0001063603
predicted class=open expected loss=0.03125 P(node) =0.003057812
class counts: 1 31
probabilities: 0.031 0.969
left son=3723134 (2 obs) right son=3723135 (30 obs)
Primary splits:
c9 < 4202.309 to the right, improve=0.9375000, (0 missing)
c4 < 4614.595 to the right, improve=0.6041667, (0 missing)
c6 < 4349.156 to the right, improve=0.4375000, (0 missing)
c10 < 4618.959 to the right, improve=0.4375000, (0 missing)
c8 < 4067.909 to the left, improve=0.3375000, (0 missing)
Node number 1861616: 9 observations
predicted class=closed expected loss=0 P(node) =0.0008600096
class counts: 9 0
probabilities: 1.000 0.000
Node number 1861617: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=3723234 (1 obs) right son=3723235 (3 obs)
Primary splits:
c1 < 4297.686 to the left, improve=1.5, (0 missing)
c2 < 4250.049 to the left, improve=1.5, (0 missing)
c3 < 3986.204 to the left, improve=1.5, (0 missing)
c4 < 4614.001 to the right, improve=1.5, (0 missing)
c5 < 4120.225 to the left, improve=1.5, (0 missing)
Node number 1861618: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 1861619: 15 observations, complexity param=0.0001063603
predicted class=open expected loss=0.06666667 P(node) =0.001433349
class counts: 1 14
probabilities: 0.067 0.933
left son=3723238 (2 obs) right son=3723239 (13 obs)
Primary splits:
c4 < 4612.506 to the right, improve=0.8666667, (0 missing)
c5 < 4130.128 to the right, improve=0.8666667, (0 missing)
c11 < 4203.458 to the right, improve=0.8666667, (0 missing)
c15 < 4589.431 to the right, improve=0.8666667, (0 missing)
c1 < 4286.626 to the right, improve=0.5333333, (0 missing)
Surrogate splits:
c11 < 4201.666 to the right, agree=0.933, adj=0.5, (0 split)
Node number 1861620: 12 observations, complexity param=0.0003545345
predicted class=closed expected loss=0.4166667 P(node) =0.001146679
class counts: 7 5
probabilities: 0.583 0.417
left son=3723240 (9 obs) right son=3723241 (3 obs)
Primary splits:
c8 < 4070.262 to the right, improve=2.722222, (0 missing)
c6 < 4334.207 to the left, improve=2.519048, (0 missing)
c3 < 3998.599 to the left, improve=2.083333, (0 missing)
c7 < 4227.984 to the left, improve=1.633333, (0 missing)
c9 < 4184.382 to the right, improve=1.633333, (0 missing)
Surrogate splits:
c7 < 4227.984 to the left, agree=0.917, adj=0.667, (0 split)
c10 < 4597.391 to the right, agree=0.917, adj=0.667, (0 split)
c13 < 4285.338 to the left, agree=0.917, adj=0.667, (0 split)
Node number 1861621: 27 observations, complexity param=0.000319081
predicted class=open expected loss=0.1111111 P(node) =0.002580029
class counts: 3 24
probabilities: 0.111 0.889
left son=3723242 (6 obs) right son=3723243 (21 obs)
Primary splits:
c5 < 4114.847 to the left, improve=2.333333, (0 missing)
c13 < 4285.622 to the right, improve=2.083333, (0 missing)
c2 < 4243.463 to the left, improve=2.083333, (0 missing)
c3 < 3974.264 to the left, improve=1.641026, (0 missing)
c8 < 4066.323 to the left, improve=1.641026, (0 missing)
Surrogate splits:
c3 < 3996.495 to the right, agree=0.852, adj=0.333, (0 split)
c8 < 4066.921 to the left, agree=0.852, adj=0.333, (0 split)
c2 < 4243.463 to the left, agree=0.815, adj=0.167, (0 split)
c9 < 4207.023 to the right, agree=0.815, adj=0.167, (0 split)
c13 < 4285.622 to the right, agree=0.815, adj=0.167, (0 split)
Node number 1861622: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1861623: 56 observations, complexity param=0.0002127207
predicted class=open expected loss=0.05357143 P(node) =0.005351171
class counts: 3 53
probabilities: 0.054 0.946
left son=3723246 (14 obs) right son=3723247 (42 obs)
Primary splits:
c1 < 4286.323 to the left, improve=0.9642857, (0 missing)
c5 < 4112.649 to the left, improve=0.8267196, (0 missing)
c6 < 4353.47 to the right, improve=0.8267196, (0 missing)
c13 < 4272.499 to the left, improve=0.8035714, (0 missing)
c15 < 4610.362 to the right, improve=0.5785714, (0 missing)
Surrogate splits:
c3 < 4021.707 to the right, agree=0.821, adj=0.286, (0 split)
c13 < 4272.499 to the left, agree=0.821, adj=0.286, (0 split)
c16 < 4345.739 to the left, agree=0.804, adj=0.214, (0 split)
c2 < 4245.513 to the left, agree=0.768, adj=0.071, (0 split)
c4 < 4614.569 to the right, agree=0.768, adj=0.071, (0 split)
Node number 1862662: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1862663: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 1862664: 33 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.1515152 P(node) =0.003153368
class counts: 28 5
probabilities: 0.848 0.152
left son=3725328 (26 obs) right son=3725329 (7 obs)
Primary splits:
c7 < 4221.373 to the right, improve=1.3639690, (0 missing)
c15 < 4584.785 to the right, improve=1.1055380, (0 missing)
c4 < 4617.295 to the left, improve=0.6587615, (0 missing)
c11 < 4194.27 to the left, improve=0.6587615, (0 missing)
c16 < 4352.677 to the right, improve=0.6587615, (0 missing)
Surrogate splits:
c15 < 4584.785 to the right, agree=0.909, adj=0.571, (0 split)
c3 < 4011.16 to the left, agree=0.848, adj=0.286, (0 split)
c6 < 4349.747 to the left, agree=0.818, adj=0.143, (0 split)
c9 < 4182.903 to the right, agree=0.818, adj=0.143, (0 split)
c13 < 4253.238 to the right, agree=0.818, adj=0.143, (0 split)
Node number 1862665: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1862666: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1862667: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 1862668: 10 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1 P(node) =0.0009555662
class counts: 9 1
probabilities: 0.900 0.100
left son=3725336 (9 obs) right son=3725337 (1 obs)
Primary splits:
c6 < 4352.586 to the left, improve=1.8, (0 missing)
c15 < 4600.99 to the left, improve=1.8, (0 missing)
c16 < 4357.069 to the right, improve=1.8, (0 missing)
c2 < 4249.914 to the right, improve=0.8, (0 missing)
c7 < 4243.015 to the left, improve=0.8, (0 missing)
Node number 1862669: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=3725338 (1 obs) right son=3725339 (3 obs)
Primary splits:
c3 < 3981.137 to the left, improve=1.5, (0 missing)
c5 < 4097.717 to the left, improve=1.5, (0 missing)
c10 < 4629.789 to the right, improve=1.5, (0 missing)
c13 < 4281.511 to the right, improve=1.5, (0 missing)
c15 < 4601.729 to the right, improve=1.5, (0 missing)
Node number 1862792: 16 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.125 P(node) =0.001528906
class counts: 14 2
probabilities: 0.875 0.125
left son=3725584 (15 obs) right son=3725585 (1 obs)
Primary splits:
c6 < 4352.03 to the left, improve=1.6333330, (0 missing)
c11 < 4216.622 to the left, improve=1.6333330, (0 missing)
c16 < 4358.453 to the left, improve=1.5000000, (0 missing)
c4 < 4619.686 to the left, improve=1.1000000, (0 missing)
c2 < 4259.976 to the right, improve=0.8333333, (0 missing)
Node number 1862793: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1862800: 19 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.05263158 P(node) =0.001815576
class counts: 18 1
probabilities: 0.947 0.053
left son=3725600 (17 obs) right son=3725601 (2 obs)
Primary splits:
c1 < 4305.194 to the left, improve=0.8947368, (0 missing)
c3 < 4012.671 to the left, improve=0.3947368, (0 missing)
c13 < 4272.488 to the right, improve=0.3947368, (0 missing)
c9 < 4208.257 to the left, improve=0.2947368, (0 missing)
c16 < 4351.087 to the right, improve=0.2947368, (0 missing)
Node number 1862801: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 1862802: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1862803: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 1862810: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1862811: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 1862812: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 1862813: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 1862814: 4 observations, complexity param=0.0001063603
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=3725628 (1 obs) right son=3725629 (3 obs)
Primary splits:
c1 < 4301.582 to the left, improve=1.5, (0 missing)
c2 < 4265.475 to the right, improve=1.5, (0 missing)
c7 < 4229.644 to the left, improve=1.5, (0 missing)
c8 < 4062.375 to the left, improve=1.5, (0 missing)
c10 < 4612.296 to the right, improve=1.5, (0 missing)
Node number 1862815: 16 observations
predicted class=open expected loss=0 P(node) =0.001528906
class counts: 0 16
probabilities: 0.000 1.000
Node number 1863182: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1863183: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1 P(node) =0.0009555662
class counts: 1 9
probabilities: 0.100 0.900
left son=3726366 (1 obs) right son=3726367 (9 obs)
Primary splits:
c9 < 4212.959 to the right, improve=1.8000000, (0 missing)
c8 < 4071.742 to the right, improve=0.4666667, (0 missing)
c11 < 4189.571 to the left, improve=0.4666667, (0 missing)
c15 < 4596.715 to the right, improve=0.4666667, (0 missing)
c1 < 4273.274 to the left, improve=0.3000000, (0 missing)
Node number 1863334: 3 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=3726668 (2 obs) right son=3726669 (1 obs)
Primary splits:
c1 < 4281.641 to the left, improve=1.333333, (0 missing)
c3 < 4009.823 to the left, improve=1.333333, (0 missing)
c4 < 4619.274 to the right, improve=1.333333, (0 missing)
c5 < 4120.344 to the right, improve=1.333333, (0 missing)
c6 < 4335.936 to the right, improve=1.333333, (0 missing)
Node number 1863335: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 1863668: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 1863669: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 1863676: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 1863677: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 1863678: 120 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1166667 P(node) =0.01146679
class counts: 14 106
probabilities: 0.117 0.883
left son=3727356 (2 obs) right son=3727357 (118 obs)
Primary splits:
c9 < 4180.307 to the left, improve=3.174011, (0 missing)
c8 < 4080.629 to the right, improve=1.833064, (0 missing)
c7 < 4227.856 to the right, improve=1.699841, (0 missing)
c11 < 4204.067 to the right, improve=1.573669, (0 missing)
c3 < 3994.507 to the right, improve=1.265670, (0 missing)
Node number 1863679: 100 observations, complexity param=0.0002127207
predicted class=open expected loss=0.01 P(node) =0.009555662
class counts: 1 99
probabilities: 0.010 0.990
left son=3727358 (1 obs) right son=3727359 (99 obs)
Primary splits:
c15 < 4583.385 to the left, improve=1.9800000, (0 missing)
c4 < 4615.469 to the left, improve=0.6466667, (0 missing)
c10 < 4628.775 to the right, improve=0.3133333, (0 missing)
c3 < 3974.436 to the left, improve=0.2300000, (0 missing)
c8 < 4058.493 to the left, improve=0.1466667, (0 missing)
Node number 1965982: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=3931964 (1 obs) right son=3931965 (1 obs)
Primary splits:
c1 < 4266.208 to the right, improve=1, (0 missing)
c2 < 4249.916 to the right, improve=1, (0 missing)
c3 < 3997.349 to the right, improve=1, (0 missing)
c4 < 4617.557 to the left, improve=1, (0 missing)
c5 < 4086.093 to the right, improve=1, (0 missing)
Node number 1965983: 35 observations
predicted class=open expected loss=0 P(node) =0.003344482
class counts: 0 35
probabilities: 0.000 1.000
Node number 1966012: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 1966013: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 2064124: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 2064125: 15 observations, complexity param=0.0001276324
predicted class=open expected loss=0.06666667 P(node) =0.001433349
class counts: 1 14
probabilities: 0.067 0.933
left son=4128250 (1 obs) right son=4128251 (14 obs)
Primary splits:
c7 < 4224.205 to the left, improve=1.8666670, (0 missing)
c9 < 4197.572 to the left, improve=1.8666670, (0 missing)
c12 < 4243.283 to the right, improve=0.8666667, (0 missing)
c5 < 4117.229 to the right, improve=0.5333333, (0 missing)
c6 < 4352.529 to the right, improve=0.5333333, (0 missing)
Node number 2982040: 19 observations
predicted class=closed expected loss=0 P(node) =0.001815576
class counts: 19 0
probabilities: 1.000 0.000
Node number 2982041: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 2982042: 74 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.3243243 P(node) =0.00707119
class counts: 50 24
probabilities: 0.676 0.324
left son=5964084 (59 obs) right son=5964085 (15 obs)
Primary splits:
c16 < 4381.389 to the left, improve=4.409834, (0 missing)
c15 < 4609.385 to the left, improve=4.249203, (0 missing)
c5 < 4132.267 to the right, improve=4.025600, (0 missing)
c8 < 4080.408 to the left, improve=3.925306, (0 missing)
c12 < 4241.245 to the left, improve=2.859551, (0 missing)
Surrogate splits:
c9 < 4179.998 to the right, agree=0.824, adj=0.133, (0 split)
c12 < 4191.327 to the right, agree=0.824, adj=0.133, (0 split)
c1 < 4333.509 to the left, agree=0.811, adj=0.067, (0 split)
c4 < 4630.992 to the left, agree=0.811, adj=0.067, (0 split)
c15 < 4628.777 to the left, agree=0.811, adj=0.067, (0 split)
Node number 2982043: 11 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1818182 P(node) =0.001051123
class counts: 2 9
probabilities: 0.182 0.818
left son=5964086 (1 obs) right son=5964087 (10 obs)
Primary splits:
c4 < 4618.111 to the left, improve=1.472727, (0 missing)
c5 < 4123.738 to the left, improve=1.472727, (0 missing)
c12 < 4196.674 to the left, improve=1.472727, (0 missing)
c13 < 4291.518 to the right, improve=1.472727, (0 missing)
c2 < 4277.986 to the right, improve=1.272727, (0 missing)
Node number 3719250: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3719251: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3719256: 24 observations
predicted class=closed expected loss=0 P(node) =0.002293359
class counts: 24 0
probabilities: 1.000 0.000
Node number 3719257: 3 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=7438514 (2 obs) right son=7438515 (1 obs)
Primary splits:
c1 < 4270.58 to the left, improve=1.333333, (0 missing)
c2 < 4245.73 to the right, improve=1.333333, (0 missing)
c3 < 3976.822 to the right, improve=1.333333, (0 missing)
c5 < 4103.762 to the left, improve=1.333333, (0 missing)
c6 < 4325.919 to the right, improve=1.333333, (0 missing)
Node number 3719258: 6 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1666667 P(node) =0.0005733397
class counts: 5 1
probabilities: 0.833 0.167
left son=7438516 (5 obs) right son=7438517 (1 obs)
Primary splits:
c3 < 3983.013 to the left, improve=1.666667, (0 missing)
c5 < 4095.614 to the left, improve=1.666667, (0 missing)
c11 < 4179.811 to the right, improve=1.666667, (0 missing)
c13 < 4258.966 to the right, improve=1.666667, (0 missing)
c15 < 4584.686 to the right, improve=1.666667, (0 missing)
Node number 3719259: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 3719260: 13 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.07692308 P(node) =0.001242236
class counts: 12 1
probabilities: 0.923 0.077
left son=7438520 (12 obs) right son=7438521 (1 obs)
Primary splits:
c11 < 4197.402 to the left, improve=1.8461540, (0 missing)
c6 < 4316.482 to the right, improve=0.8461538, (0 missing)
c8 < 4074.461 to the left, improve=0.8461538, (0 missing)
c13 < 4272.576 to the left, improve=0.8461538, (0 missing)
c3 < 3975.492 to the right, improve=0.5128205, (0 missing)
Node number 3719261: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 3719262: 7 observations, complexity param=0.000319081
predicted class=closed expected loss=0.4285714 P(node) =0.0006688963
class counts: 4 3
probabilities: 0.571 0.429
left son=7438524 (3 obs) right son=7438525 (4 obs)
Primary splits:
c2 < 4242.417 to the left, improve=1.928571, (0 missing)
c7 < 4228.669 to the right, improve=1.928571, (0 missing)
c9 < 4199.373 to the left, improve=1.928571, (0 missing)
c8 < 4076.914 to the left, improve=1.828571, (0 missing)
c12 < 4223.212 to the right, improve=1.828571, (0 missing)
Surrogate splits:
c7 < 4228.669 to the right, agree=1.000, adj=1.000, (0 split)
c1 < 4269.727 to the left, agree=0.857, adj=0.667, (0 split)
c3 < 3973.214 to the left, agree=0.857, adj=0.667, (0 split)
c4 < 4605.406 to the left, agree=0.857, adj=0.667, (0 split)
c8 < 4070.067 to the left, agree=0.857, adj=0.667, (0 split)
Node number 3719263: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 3720124: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3720125: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3720126: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3720127: 27 observations
predicted class=open expected loss=0 P(node) =0.002580029
class counts: 0 27
probabilities: 0.000 1.000
Node number 3721604: 21 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1904762 P(node) =0.002006689
class counts: 17 4
probabilities: 0.810 0.190
left son=7443208 (18 obs) right son=7443209 (3 obs)
Primary splits:
c4 < 4609.826 to the right, improve=1.587302, (0 missing)
c2 < 4264.236 to the right, improve=1.385281, (0 missing)
c3 < 4017.043 to the left, improve=1.376190, (0 missing)
c7 < 4216.566 to the right, improve=1.376190, (0 missing)
c12 < 4278.066 to the left, improve=1.376190, (0 missing)
Surrogate splits:
c9 < 4202.895 to the right, agree=0.905, adj=0.333, (0 split)
Node number 3721605: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 3721650: 7 observations, complexity param=0.0004254414
predicted class=closed expected loss=0.2857143 P(node) =0.0006688963
class counts: 5 2
probabilities: 0.714 0.286
left son=7443300 (5 obs) right son=7443301 (2 obs)
Primary splits:
c6 < 4328.771 to the right, improve=2.857143, (0 missing)
c7 < 4230.326 to the left, improve=2.857143, (0 missing)
c12 < 4245.027 to the left, improve=2.857143, (0 missing)
c15 < 4605.795 to the left, improve=2.857143, (0 missing)
c9 < 4191.366 to the left, improve=1.523810, (0 missing)
Surrogate splits:
c7 < 4230.326 to the left, agree=1.000, adj=1.0, (0 split)
c12 < 4245.027 to the left, agree=1.000, adj=1.0, (0 split)
c15 < 4605.795 to the left, agree=1.000, adj=1.0, (0 split)
c9 < 4191.366 to the left, agree=0.857, adj=0.5, (0 split)
c13 < 4277.925 to the right, agree=0.857, adj=0.5, (0 split)
Node number 3721651: 5 observations
predicted class=open expected loss=0 P(node) =0.0004777831
class counts: 0 5
probabilities: 0.000 1.000
Node number 3722234: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3722235: 11 observations
predicted class=open expected loss=0 P(node) =0.001051123
class counts: 0 11
probabilities: 0.000 1.000
Node number 3723132: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3723133: 7 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1428571 P(node) =0.0006688963
class counts: 1 6
probabilities: 0.143 0.857
left son=7446266 (1 obs) right son=7446267 (6 obs)
Primary splits:
c8 < 4070.532 to the left, improve=1.7142860, (0 missing)
c12 < 4216.842 to the right, improve=1.7142860, (0 missing)
c15 < 4586.855 to the left, improve=1.7142860, (0 missing)
c4 < 4605.433 to the left, improve=0.7142857, (0 missing)
c9 < 4179.599 to the left, improve=0.7142857, (0 missing)
Node number 3723134: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=7446268 (1 obs) right son=7446269 (1 obs)
Primary splits:
c1 < 4301.102 to the left, improve=1, (0 missing)
c2 < 4251.3 to the left, improve=1, (0 missing)
c3 < 4017.613 to the left, improve=1, (0 missing)
c4 < 4610.406 to the right, improve=1, (0 missing)
c5 < 4123.238 to the right, improve=1, (0 missing)
Node number 3723135: 30 observations
predicted class=open expected loss=0 P(node) =0.002866699
class counts: 0 30
probabilities: 0.000 1.000
Node number 3723234: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3723235: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 3723238: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=7446476 (1 obs) right son=7446477 (1 obs)
Primary splits:
c1 < 4283.241 to the right, improve=1, (0 missing)
c2 < 4258.702 to the left, improve=1, (0 missing)
c3 < 4005.247 to the right, improve=1, (0 missing)
c4 < 4613.929 to the left, improve=1, (0 missing)
c5 < 4121.535 to the right, improve=1, (0 missing)
Node number 3723239: 13 observations
predicted class=open expected loss=0 P(node) =0.001242236
class counts: 0 13
probabilities: 0.000 1.000
Node number 3723240: 9 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.2222222 P(node) =0.0008600096
class counts: 7 2
probabilities: 0.778 0.222
left son=7446480 (6 obs) right son=7446481 (3 obs)
Primary splits:
c2 < 4257.944 to the right, improve=1.777778, (0 missing)
c6 < 4334.679 to the left, improve=1.777778, (0 missing)
c13 < 4273.563 to the right, improve=1.777778, (0 missing)
c16 < 4352.508 to the right, improve=1.777778, (0 missing)
c1 < 4284.777 to the right, improve=1.361111, (0 missing)
Surrogate splits:
c6 < 4334.679 to the left, agree=1.000, adj=1.000, (0 split)
c1 < 4288.24 to the right, agree=0.889, adj=0.667, (0 split)
c15 < 4604.025 to the left, agree=0.889, adj=0.667, (0 split)
c3 < 3998.68 to the left, agree=0.778, adj=0.333, (0 split)
c7 < 4219.198 to the right, agree=0.778, adj=0.333, (0 split)
Node number 3723241: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 3723242: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=7446484 (3 obs) right son=7446485 (3 obs)
Primary splits:
c2 < 4258.957 to the left, improve=3.0, (0 missing)
c3 < 3986.447 to the left, improve=3.0, (0 missing)
c1 < 4281.377 to the left, improve=1.5, (0 missing)
c4 < 4607.411 to the right, improve=1.5, (0 missing)
c5 < 4114.581 to the right, improve=1.5, (0 missing)
Surrogate splits:
c3 < 3986.447 to the left, agree=1.000, adj=1.000, (0 split)
c1 < 4281.377 to the left, agree=0.833, adj=0.667, (0 split)
c4 < 4607.411 to the right, agree=0.833, adj=0.667, (0 split)
c5 < 4114.581 to the right, agree=0.833, adj=0.667, (0 split)
c7 < 4224.054 to the right, agree=0.833, adj=0.667, (0 split)
Node number 3723243: 21 observations
predicted class=open expected loss=0 P(node) =0.002006689
class counts: 0 21
probabilities: 0.000 1.000
Node number 3723246: 14 observations, complexity param=0.0002127207
predicted class=open expected loss=0.2142857 P(node) =0.001337793
class counts: 3 11
probabilities: 0.214 0.786
left son=7446492 (4 obs) right son=7446493 (10 obs)
Primary splits:
c15 < 4609.265 to the right, improve=3.214286, (0 missing)
c7 < 4222.054 to the right, improve=1.714286, (0 missing)
c10 < 4610.814 to the left, improve=1.714286, (0 missing)
c8 < 4081.452 to the right, improve=1.562771, (0 missing)
c12 < 4226.319 to the left, improve=1.562771, (0 missing)
Surrogate splits:
c3 < 4021.994 to the right, agree=0.786, adj=0.25, (0 split)
c4 < 4611.74 to the right, agree=0.786, adj=0.25, (0 split)
c8 < 4073.153 to the right, agree=0.786, adj=0.25, (0 split)
c12 < 4226.319 to the left, agree=0.786, adj=0.25, (0 split)
Node number 3723247: 42 observations
predicted class=open expected loss=0 P(node) =0.004013378
class counts: 0 42
probabilities: 0.000 1.000
Node number 3725328: 26 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.07692308 P(node) =0.002484472
class counts: 24 2
probabilities: 0.923 0.077
left son=7450656 (22 obs) right son=7450657 (4 obs)
Primary splits:
c6 < 4344.032 to the left, improve=1.6923080, (0 missing)
c12 < 4224.177 to the left, improve=0.7756410, (0 missing)
c4 < 4619.409 to the left, improve=0.5811966, (0 missing)
c8 < 4058.07 to the right, improve=0.4459309, (0 missing)
c10 < 4614.812 to the right, improve=0.4195804, (0 missing)
Surrogate splits:
c7 < 4224.49 to the right, agree=0.885, adj=0.25, (0 split)
Node number 3725329: 7 observations, complexity param=0.0002836276
predicted class=closed expected loss=0.4285714 P(node) =0.0006688963
class counts: 4 3
probabilities: 0.571 0.429
left son=7450658 (4 obs) right son=7450659 (3 obs)
Primary splits:
c4 < 4620.116 to the right, improve=3.428571, (0 missing)
c2 < 4248.921 to the left, improve=1.928571, (0 missing)
c9 < 4189.462 to the left, improve=1.928571, (0 missing)
c10 < 4606.189 to the left, improve=1.928571, (0 missing)
c3 < 4009.25 to the right, improve=1.828571, (0 missing)
Surrogate splits:
c2 < 4248.921 to the left, agree=0.857, adj=0.667, (0 split)
c3 < 4009.25 to the right, agree=0.857, adj=0.667, (0 split)
c6 < 4329.348 to the right, agree=0.857, adj=0.667, (0 split)
c8 < 4068.884 to the right, agree=0.857, adj=0.667, (0 split)
c9 < 4189.462 to the left, agree=0.857, adj=0.667, (0 split)
Node number 3725336: 9 observations
predicted class=closed expected loss=0 P(node) =0.0008600096
class counts: 9 0
probabilities: 1.000 0.000
Node number 3725337: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3725338: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3725339: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 3725584: 15 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.06666667 P(node) =0.001433349
class counts: 14 1
probabilities: 0.933 0.067
left son=7451168 (13 obs) right son=7451169 (2 obs)
Primary splits:
c4 < 4621.284 to the left, improve=0.8666667, (0 missing)
c11 < 4180.695 to the right, improve=0.5333333, (0 missing)
c16 < 4358.913 to the left, improve=0.5333333, (0 missing)
c7 < 4222.748 to the right, improve=0.3666667, (0 missing)
c2 < 4257.821 to the right, improve=0.2666667, (0 missing)
Node number 3725585: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3725600: 17 observations
predicted class=closed expected loss=0 P(node) =0.001624462
class counts: 17 0
probabilities: 1.000 0.000
Node number 3725601: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=7451202 (1 obs) right son=7451203 (1 obs)
Primary splits:
c1 < 4309.48 to the right, improve=1, (0 missing)
c2 < 4267.864 to the right, improve=1, (0 missing)
c3 < 4004.493 to the left, improve=1, (0 missing)
c4 < 4617.256 to the left, improve=1, (0 missing)
c5 < 4118.68 to the right, improve=1, (0 missing)
Node number 3725628: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3725629: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 3726366: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3726367: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 3726668: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3726669: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 3727356: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 3727357: 118 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1016949 P(node) =0.01127568
class counts: 12 106
probabilities: 0.102 0.898
left son=7454714 (1 obs) right son=7454715 (117 obs)
Primary splits:
c11 < 4204.067 to the right, improve=1.627698, (0 missing)
c7 < 4227.856 to the right, improve=1.566764, (0 missing)
c13 < 4272.404 to the right, improve=1.322670, (0 missing)
c8 < 4083.194 to the right, improve=1.282049, (0 missing)
c16 < 4353.091 to the right, improve=1.239908, (0 missing)
Node number 3727358: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3727359: 99 observations
predicted class=open expected loss=0 P(node) =0.009460105
class counts: 0 99
probabilities: 0.000 1.000
Node number 3931964: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 3931965: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 4128250: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 4128251: 14 observations
predicted class=open expected loss=0 P(node) =0.001337793
class counts: 0 14
probabilities: 0.000 1.000
Node number 5964084: 59 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.2372881 P(node) =0.00563784
class counts: 45 14
probabilities: 0.763 0.237
left son=11928168 (38 obs) right son=11928169 (21 obs)
Primary splits:
c5 < 4131.993 to the right, improve=3.721847, (0 missing)
c8 < 4080.408 to the left, improve=3.311706, (0 missing)
c15 < 4612.42 to the left, improve=2.931969, (0 missing)
c11 < 4197.149 to the right, improve=2.782403, (0 missing)
c12 < 4199.953 to the right, improve=2.408564, (0 missing)
Surrogate splits:
c11 < 4219.038 to the left, agree=0.712, adj=0.190, (0 split)
c9 < 4209.739 to the left, agree=0.695, adj=0.143, (0 split)
c13 < 4294.369 to the left, agree=0.695, adj=0.143, (0 split)
c2 < 4269.888 to the right, agree=0.678, adj=0.095, (0 split)
c3 < 4019.448 to the right, agree=0.678, adj=0.095, (0 split)
Node number 5964085: 15 observations, complexity param=0.0004963483
predicted class=open expected loss=0.3333333 P(node) =0.001433349
class counts: 5 10
probabilities: 0.333 0.667
left son=11928170 (4 obs) right son=11928171 (11 obs)
Primary splits:
c13 < 4279.7 to the left, improve=4.848485, (0 missing)
c7 < 4241.375 to the left, improve=3.809524, (0 missing)
c9 < 4194.724 to the left, improve=3.333333, (0 missing)
c12 < 4240.787 to the left, improve=2.222222, (0 missing)
c1 < 4305.962 to the left, improve=2.051282, (0 missing)
Surrogate splits:
c1 < 4305.962 to the left, agree=0.867, adj=0.5, (0 split)
c4 < 4622.835 to the left, agree=0.867, adj=0.5, (0 split)
c5 < 4139.72 to the right, agree=0.867, adj=0.5, (0 split)
c7 < 4232.145 to the left, agree=0.867, adj=0.5, (0 split)
c15 < 4602.38 to the left, agree=0.867, adj=0.5, (0 split)
Node number 5964086: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 5964087: 10 observations, complexity param=0.0002127207
predicted class=open expected loss=0.1 P(node) =0.0009555662
class counts: 1 9
probabilities: 0.100 0.900
left son=11928174 (1 obs) right son=11928175 (9 obs)
Primary splits:
c12 < 4196.674 to the left, improve=1.8, (0 missing)
c13 < 4291.518 to the right, improve=1.8, (0 missing)
c1 < 4323.987 to the right, improve=0.8, (0 missing)
c9 < 4194.36 to the left, improve=0.8, (0 missing)
c15 < 4627.309 to the right, improve=0.8, (0 missing)
Node number 7438514: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 7438515: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 7438516: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 7438517: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 7438520: 12 observations
predicted class=closed expected loss=0 P(node) =0.001146679
class counts: 12 0
probabilities: 1.000 0.000
Node number 7438521: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 7438524: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 7438525: 4 observations, complexity param=0.0002127207
predicted class=open expected loss=0.25 P(node) =0.0003822265
class counts: 1 3
probabilities: 0.250 0.750
left son=14877050 (1 obs) right son=14877051 (3 obs)
Primary splits:
c1 < 4277.653 to the right, improve=1.5, (0 missing)
c2 < 4249.213 to the right, improve=1.5, (0 missing)
c4 < 4613.225 to the right, improve=1.5, (0 missing)
c9 < 4199.373 to the left, improve=1.5, (0 missing)
c10 < 4603.413 to the left, improve=1.5, (0 missing)
Node number 7443208: 18 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1111111 P(node) =0.001720019
class counts: 16 2
probabilities: 0.889 0.111
left son=14886416 (17 obs) right son=14886417 (1 obs)
Primary splits:
c2 < 4254.77 to the right, improve=1.673203, (0 missing)
c3 < 4017.043 to the left, improve=1.673203, (0 missing)
c12 < 4278.066 to the left, improve=1.673203, (0 missing)
c15 < 4583.93 to the right, improve=1.673203, (0 missing)
c7 < 4242.202 to the left, improve=1.155556, (0 missing)
Node number 7443209: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=14886418 (1 obs) right son=14886419 (2 obs)
Primary splits:
c2 < 4253.918 to the left, improve=1.333333, (0 missing)
c3 < 4008.198 to the right, improve=1.333333, (0 missing)
c4 < 4608.855 to the left, improve=1.333333, (0 missing)
c8 < 4057.039 to the left, improve=1.333333, (0 missing)
c9 < 4201.5 to the left, improve=1.333333, (0 missing)
Node number 7443300: 5 observations
predicted class=closed expected loss=0 P(node) =0.0004777831
class counts: 5 0
probabilities: 1.000 0.000
Node number 7443301: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 7446266: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7446267: 6 observations
predicted class=open expected loss=0 P(node) =0.0005733397
class counts: 0 6
probabilities: 0.000 1.000
Node number 7446268: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7446269: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 7446476: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7446477: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 7446480: 6 observations
predicted class=closed expected loss=0 P(node) =0.0005733397
class counts: 6 0
probabilities: 1.000 0.000
Node number 7446481: 3 observations, complexity param=0.0002127207
predicted class=open expected loss=0.3333333 P(node) =0.0002866699
class counts: 1 2
probabilities: 0.333 0.667
left son=14892962 (1 obs) right son=14892963 (2 obs)
Primary splits:
c3 < 3999.251 to the right, improve=1.333333, (0 missing)
c4 < 4611.334 to the right, improve=1.333333, (0 missing)
c8 < 4076.734 to the left, improve=1.333333, (0 missing)
c10 < 4605.157 to the left, improve=1.333333, (0 missing)
c11 < 4198.206 to the right, improve=1.333333, (0 missing)
Node number 7446484: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 7446485: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 7446492: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=14892984 (3 obs) right son=14892985 (1 obs)
Primary splits:
c3 < 4022.642 to the left, improve=1.5, (0 missing)
c6 < 4336.289 to the right, improve=1.5, (0 missing)
c7 < 4215.718 to the right, improve=1.5, (0 missing)
c10 < 4617.84 to the left, improve=1.5, (0 missing)
c11 < 4197.576 to the right, improve=1.5, (0 missing)
Node number 7446493: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 7450656: 22 observations
predicted class=closed expected loss=0 P(node) =0.002102246
class counts: 22 0
probabilities: 1.000 0.000
Node number 7450657: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.5 P(node) =0.0003822265
class counts: 2 2
probabilities: 0.500 0.500
left son=14901314 (2 obs) right son=14901315 (2 obs)
Primary splits:
c7 < 4227.594 to the left, improve=2.0000000, (0 missing)
c12 < 4216.45 to the left, improve=2.0000000, (0 missing)
c13 < 4272.298 to the left, improve=2.0000000, (0 missing)
c16 < 4351.899 to the right, improve=2.0000000, (0 missing)
c1 < 4291.464 to the left, improve=0.6666667, (0 missing)
Surrogate splits:
c12 < 4216.45 to the left, agree=1, adj=1, (0 split)
c13 < 4272.298 to the left, agree=1, adj=1, (0 split)
c16 < 4351.899 to the right, agree=1, adj=1, (0 split)
Node number 7450658: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 7450659: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 7451168: 13 observations
predicted class=closed expected loss=0 P(node) =0.001242236
class counts: 13 0
probabilities: 1.000 0.000
Node number 7451169: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=14902338 (1 obs) right son=14902339 (1 obs)
Primary splits:
c1 < 4302.281 to the right, improve=1, (0 missing)
c2 < 4254.563 to the left, improve=1, (0 missing)
c3 < 3989.992 to the left, improve=1, (0 missing)
c4 < 4621.428 to the right, improve=1, (0 missing)
c5 < 4110.713 to the left, improve=1, (0 missing)
Node number 7451202: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7451203: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 7454714: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 7454715: 117 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09401709 P(node) =0.01118012
class counts: 11 106
probabilities: 0.094 0.906
left son=14909430 (8 obs) right son=14909431 (109 obs)
Primary splits:
c8 < 4083.194 to the right, improve=1.3559360, (0 missing)
c16 < 4353.091 to the right, improve=1.3354700, (0 missing)
c7 < 4227.856 to the right, improve=1.2192430, (0 missing)
c13 < 4272.446 to the right, improve=1.0586080, (0 missing)
c4 < 4616.54 to the left, improve=0.9622459, (0 missing)
Node number 11928168: 38 observations, complexity param=0.000319081
predicted class=closed expected loss=0.1052632 P(node) =0.003631151
class counts: 34 4
probabilities: 0.895 0.105
left son=23856336 (32 obs) right son=23856337 (6 obs)
Primary splits:
c13 < 4290.691 to the left, improve=2.220395, (0 missing)
c5 < 4157.352 to the left, improve=2.053133, (0 missing)
c4 < 4618.065 to the right, improve=2.053133, (0 missing)
c3 < 4004.538 to the right, improve=1.644381, (0 missing)
c8 < 4068.64 to the right, improve=1.644381, (0 missing)
Surrogate splits:
c11 < 4217.78 to the left, agree=0.921, adj=0.500, (0 split)
c1 < 4330.727 to the left, agree=0.868, adj=0.167, (0 split)
Node number 11928169: 21 observations, complexity param=0.0004963483
predicted class=closed expected loss=0.4761905 P(node) =0.002006689
class counts: 11 10
probabilities: 0.524 0.476
left son=23856338 (9 obs) right son=23856339 (12 obs)
Primary splits:
c5 < 4125.865 to the left, improve=4.198413, (0 missing)
c3 < 4012.285 to the left, improve=3.809524, (0 missing)
c11 < 4198.43 to the right, improve=3.601190, (0 missing)
c2 < 4269.297 to the left, improve=2.333333, (0 missing)
c4 < 4619.428 to the left, improve=2.240896, (0 missing)
Surrogate splits:
c1 < 4297.016 to the left, agree=0.714, adj=0.333, (0 split)
c2 < 4275.508 to the right, agree=0.714, adj=0.333, (0 split)
c10 < 4607.157 to the left, agree=0.714, adj=0.333, (0 split)
c12 < 4222.878 to the right, agree=0.714, adj=0.333, (0 split)
c3 < 4008.419 to the left, agree=0.667, adj=0.222, (0 split)
Node number 11928170: 4 observations
predicted class=closed expected loss=0 P(node) =0.0003822265
class counts: 4 0
probabilities: 1.000 0.000
Node number 11928171: 11 observations, complexity param=0.0002127207
predicted class=open expected loss=0.09090909 P(node) =0.001051123
class counts: 1 10
probabilities: 0.091 0.909
left son=23856342 (1 obs) right son=23856343 (10 obs)
Primary splits:
c3 < 4005.356 to the left, improve=1.8181820, (0 missing)
c9 < 4187.558 to the left, improve=1.8181820, (0 missing)
c13 < 4294.64 to the right, improve=1.8181820, (0 missing)
c15 < 4631.179 to the right, improve=1.8181820, (0 missing)
c1 < 4327.04 to the right, improve=0.8181818, (0 missing)
Node number 11928174: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 11928175: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 14877050: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 14877051: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 14886416: 17 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.05882353 P(node) =0.001624462
class counts: 16 1
probabilities: 0.941 0.059
left son=29772832 (14 obs) right son=29772833 (3 obs)
Primary splits:
c5 < 4112.815 to the right, improve=0.5490196, (0 missing)
c6 < 4330.65 to the right, improve=0.3823529, (0 missing)
c7 < 4242.202 to the left, improve=0.3823529, (0 missing)
c8 < 4062.08 to the left, improve=0.3823529, (0 missing)
c15 < 4607.293 to the left, improve=0.3823529, (0 missing)
Surrogate splits:
c8 < 4062.08 to the left, agree=0.941, adj=0.667, (0 split)
Node number 14886417: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 14886418: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 14886419: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 14892962: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 14892963: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 14892984: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 14892985: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 14901314: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 14901315: 2 observations
predicted class=open expected loss=0 P(node) =0.0001911132
class counts: 0 2
probabilities: 0.000 1.000
Node number 14902338: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 14902339: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 14909430: 8 observations, complexity param=0.0002127207
predicted class=open expected loss=0.375 P(node) =0.0007644529
class counts: 3 5
probabilities: 0.375 0.625
left son=29818860 (4 obs) right son=29818861 (4 obs)
Primary splits:
c3 < 3996.895 to the right, improve=2.250000, (0 missing)
c6 < 4336.476 to the right, improve=2.250000, (0 missing)
c8 < 4084.174 to the left, improve=2.250000, (0 missing)
c4 < 4619.767 to the left, improve=2.083333, (0 missing)
c11 < 4201.961 to the right, improve=2.083333, (0 missing)
Surrogate splits:
c2 < 4259.165 to the left, agree=0.875, adj=0.75, (0 split)
c11 < 4198.812 to the right, agree=0.875, adj=0.75, (0 split)
c13 < 4279.907 to the left, agree=0.875, adj=0.75, (0 split)
c1 < 4280.519 to the right, agree=0.750, adj=0.50, (0 split)
c4 < 4619.767 to the left, agree=0.750, adj=0.50, (0 split)
Node number 14909431: 109 observations, complexity param=0.0001861306
predicted class=open expected loss=0.0733945 P(node) =0.01041567
class counts: 8 101
probabilities: 0.073 0.927
left son=29818862 (40 obs) right son=29818863 (69 obs)
Primary splits:
c7 < 4227.856 to the right, improve=1.3046740, (0 missing)
c13 < 4272.446 to the right, improve=0.8590214, (0 missing)
c16 < 4353.091 to the right, improve=0.8411520, (0 missing)
c2 < 4276.41 to the right, improve=0.7415759, (0 missing)
c5 < 4140.511 to the right, improve=0.7415759, (0 missing)
Surrogate splits:
c3 < 3968.929 to the left, agree=0.661, adj=0.075, (0 split)
c6 < 4322.402 to the left, agree=0.661, adj=0.075, (0 split)
c9 < 4217.405 to the right, agree=0.661, adj=0.075, (0 split)
c10 < 4628.82 to the right, agree=0.661, adj=0.075, (0 split)
c12 < 4243.026 to the right, agree=0.661, adj=0.075, (0 split)
Node number 23856336: 32 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.03125 P(node) =0.003057812
class counts: 31 1
probabilities: 0.969 0.031
left son=47712672 (31 obs) right son=47712673 (1 obs)
Primary splits:
c8 < 4068.64 to the right, improve=1.9375, (0 missing)
c4 < 4618.065 to the right, improve=0.9375, (0 missing)
c5 < 4159.604 to the left, improve=0.9375, (0 missing)
c1 < 4296.463 to the right, improve=0.4375, (0 missing)
c6 < 4358.056 to the left, improve=0.3375, (0 missing)
Node number 23856337: 6 observations, complexity param=0.000319081
predicted class=closed expected loss=0.5 P(node) =0.0005733397
class counts: 3 3
probabilities: 0.500 0.500
left son=47712674 (3 obs) right son=47712675 (3 obs)
Primary splits:
c1 < 4311.526 to the right, improve=3.0, (0 missing)
c9 < 4201.145 to the right, improve=3.0, (0 missing)
c13 < 4293.17 to the right, improve=3.0, (0 missing)
c16 < 4373.024 to the right, improve=3.0, (0 missing)
c5 < 4145.261 to the left, improve=1.5, (0 missing)
Surrogate splits:
c9 < 4201.145 to the right, agree=1.000, adj=1.000, (0 split)
c13 < 4293.17 to the right, agree=1.000, adj=1.000, (0 split)
c16 < 4373.024 to the right, agree=1.000, adj=1.000, (0 split)
c5 < 4145.261 to the left, agree=0.833, adj=0.667, (0 split)
c10 < 4623.131 to the left, agree=0.833, adj=0.667, (0 split)
Node number 23856338: 9 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.1111111 P(node) =0.0008600096
class counts: 8 1
probabilities: 0.889 0.111
left son=47712676 (8 obs) right son=47712677 (1 obs)
Primary splits:
c11 < 4196.909 to the right, improve=1.7777780, (0 missing)
c15 < 4597.764 to the right, improve=1.7777780, (0 missing)
c2 < 4281.833 to the left, improve=0.7777778, (0 missing)
c7 < 4229.332 to the right, improve=0.7777778, (0 missing)
c8 < 4088.721 to the left, improve=0.7777778, (0 missing)
Node number 23856339: 12 observations, complexity param=0.0004963483
predicted class=open expected loss=0.25 P(node) =0.001146679
class counts: 3 9
probabilities: 0.250 0.750
left son=47712678 (3 obs) right son=47712679 (9 obs)
Primary splits:
c3 < 4012.285 to the left, improve=4.5, (0 missing)
c15 < 4612.42 to the left, improve=3.0, (0 missing)
c4 < 4619.428 to the left, improve=2.7, (0 missing)
c11 < 4214.421 to the right, improve=2.1, (0 missing)
c10 < 4622.196 to the right, improve=1.5, (0 missing)
Surrogate splits:
c4 < 4619.428 to the left, agree=0.917, adj=0.667, (0 split)
c15 < 4612.42 to the left, agree=0.917, adj=0.667, (0 split)
c2 < 4268.907 to the left, agree=0.833, adj=0.333, (0 split)
c11 < 4214.421 to the right, agree=0.833, adj=0.333, (0 split)
c16 < 4367.703 to the left, agree=0.833, adj=0.333, (0 split)
Node number 23856342: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 23856343: 10 observations
predicted class=open expected loss=0 P(node) =0.0009555662
class counts: 0 10
probabilities: 0.000 1.000
Node number 29772832: 14 observations
predicted class=closed expected loss=0 P(node) =0.001337793
class counts: 14 0
probabilities: 1.000 0.000
Node number 29772833: 3 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=59545666 (2 obs) right son=59545667 (1 obs)
Primary splits:
c1 < 4288.803 to the left, improve=1.333333, (0 missing)
c3 < 3999.152 to the left, improve=1.333333, (0 missing)
c4 < 4612.326 to the left, improve=1.333333, (0 missing)
c5 < 4112.375 to the left, improve=1.333333, (0 missing)
c6 < 4335.92 to the right, improve=1.333333, (0 missing)
Node number 29818860: 4 observations, complexity param=0.0002127207
predicted class=closed expected loss=0.25 P(node) =0.0003822265
class counts: 3 1
probabilities: 0.750 0.250
left son=59637720 (3 obs) right son=59637721 (1 obs)
Primary splits:
c1 < 4288.051 to the left, improve=1.5, (0 missing)
c2 < 4250.143 to the right, improve=1.5, (0 missing)
c4 < 4622.344 to the left, improve=1.5, (0 missing)
c5 < 4099.764 to the right, improve=1.5, (0 missing)
c6 < 4332.37 to the right, improve=1.5, (0 missing)
Node number 29818861: 4 observations
predicted class=open expected loss=0 P(node) =0.0003822265
class counts: 0 4
probabilities: 0.000 1.000
Node number 29818862: 40 observations, complexity param=0.0001861306
predicted class=open expected loss=0.175 P(node) =0.003822265
class counts: 7 33
probabilities: 0.175 0.825
left son=59637724 (3 obs) right son=59637725 (37 obs)
Primary splits:
c12 < 4209.134 to the left, improve=1.568018, (0 missing)
c5 < 4137.995 to the right, improve=1.396154, (0 missing)
c7 < 4228.146 to the left, improve=1.396154, (0 missing)
c9 < 4187.999 to the left, improve=1.396154, (0 missing)
c10 < 4596.622 to the left, improve=1.396154, (0 missing)
Node number 29818863: 69 observations, complexity param=0.0001063603
predicted class=open expected loss=0.01449275 P(node) =0.006593407
class counts: 1 68
probabilities: 0.014 0.986
left son=59637726 (2 obs) right son=59637727 (67 obs)
Primary splits:
c2 < 4276.41 to the right, improve=0.9710145, (0 missing)
c16 < 4353.091 to the right, improve=0.3043478, (0 missing)
c8 < 4056.931 to the left, improve=0.2210145, (0 missing)
c3 < 4007.108 to the right, improve=0.1932367, (0 missing)
c7 < 4215.574 to the left, improve=0.1710145, (0 missing)
Node number 47712672: 31 observations
predicted class=closed expected loss=0 P(node) =0.002962255
class counts: 31 0
probabilities: 1.000 0.000
Node number 47712673: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 47712674: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 47712675: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
Node number 47712676: 8 observations
predicted class=closed expected loss=0 P(node) =0.0007644529
class counts: 8 0
probabilities: 1.000 0.000
Node number 47712677: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 47712678: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 47712679: 9 observations
predicted class=open expected loss=0 P(node) =0.0008600096
class counts: 0 9
probabilities: 0.000 1.000
Node number 59545666: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 59545667: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 59637720: 3 observations
predicted class=closed expected loss=0 P(node) =0.0002866699
class counts: 3 0
probabilities: 1.000 0.000
Node number 59637721: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 59637724: 3 observations, complexity param=0.0001861306
predicted class=closed expected loss=0.3333333 P(node) =0.0002866699
class counts: 2 1
probabilities: 0.667 0.333
left son=119275448 (2 obs) right son=119275449 (1 obs)
Primary splits:
c1 < 4278.372 to the right, improve=1.333333, (0 missing)
c2 < 4255.239 to the right, improve=1.333333, (0 missing)
c3 < 3992.28 to the left, improve=1.333333, (0 missing)
c4 < 4618.718 to the left, improve=1.333333, (0 missing)
c5 < 4094.598 to the right, improve=1.333333, (0 missing)
Node number 59637725: 37 observations, complexity param=0.0001861306
predicted class=open expected loss=0.1351351 P(node) =0.003535595
class counts: 5 32
probabilities: 0.135 0.865
left son=119275450 (1 obs) right son=119275451 (36 obs)
Primary splits:
c5 < 4137.995 to the right, improve=1.537538, (0 missing)
c9 < 4187.999 to the left, improve=1.537538, (0 missing)
c10 < 4596.622 to the left, improve=1.537538, (0 missing)
c12 < 4260.709 to the right, improve=1.537538, (0 missing)
c1 < 4275.539 to the left, improve=1.486744, (0 missing)
Node number 59637726: 2 observations, complexity param=0.0001063603
predicted class=closed expected loss=0.5 P(node) =0.0001911132
class counts: 1 1
probabilities: 0.500 0.500
left son=119275452 (1 obs) right son=119275453 (1 obs)
Primary splits:
c1 < 4281.357 to the right, improve=1, (0 missing)
c2 < 4277.929 to the left, improve=1, (0 missing)
c3 < 4006.173 to the right, improve=1, (0 missing)
c4 < 4619.394 to the right, improve=1, (0 missing)
c5 < 4132.893 to the left, improve=1, (0 missing)
Node number 59637727: 67 observations
predicted class=open expected loss=0 P(node) =0.006402293
class counts: 0 67
probabilities: 0.000 1.000
Node number 119275448: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 119275449: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 119275450: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 119275451: 36 observations, complexity param=0.0001861306
predicted class=open expected loss=0.1111111 P(node) =0.003440038
class counts: 4 32
probabilities: 0.111 0.889
left son=238550902 (1 obs) right son=238550903 (35 obs)
Primary splits:
c9 < 4187.999 to the left, improve=1.6253970, (0 missing)
c10 < 4596.622 to the left, improve=1.6253970, (0 missing)
c2 < 4240.809 to the left, improve=0.9691756, (0 missing)
c8 < 4059.441 to the left, improve=0.9691756, (0 missing)
c5 < 4108.399 to the left, improve=0.8888889, (0 missing)
Node number 119275452: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 119275453: 1 observations
predicted class=open expected loss=0 P(node) =9.555662e-05
class counts: 0 1
probabilities: 0.000 1.000
Node number 238550902: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 238550903: 35 observations, complexity param=0.0001861306
predicted class=open expected loss=0.08571429 P(node) =0.003344482
class counts: 3 32
probabilities: 0.086 0.914
left son=477101806 (1 obs) right son=477101807 (34 obs)
Primary splits:
c10 < 4596.622 to the left, improve=1.7210080, (0 missing)
c2 < 4240.809 to the left, improve=1.1523810, (0 missing)
c1 < 4275.539 to the left, improve=0.8880131, (0 missing)
c6 < 4340.637 to the right, improve=0.5597884, (0 missing)
c5 < 4108.399 to the left, improve=0.5445378, (0 missing)
Node number 477101806: 1 observations
predicted class=closed expected loss=0 P(node) =9.555662e-05
class counts: 1 0
probabilities: 1.000 0.000
Node number 477101807: 34 observations, complexity param=0.0001861306
predicted class=open expected loss=0.05882353 P(node) =0.003248925
class counts: 2 32
probabilities: 0.059 0.941
left son=954203614 (5 obs) right son=954203615 (29 obs)
Primary splits:
c2 < 4240.809 to the left, improve=1.3647060, (0 missing)
c1 < 4275.539 to the left, improve=1.0980390, (0 missing)
c4 < 4615.649 to the left, improve=0.4958887, (0 missing)
c8 < 4059.441 to the left, improve=0.3313725, (0 missing)
c12 < 4217.661 to the left, improve=0.3313725, (0 missing)
Surrogate splits:
c1 < 4272.706 to the left, agree=0.912, adj=0.4, (0 split)
c6 < 4316.992 to the left, agree=0.912, adj=0.4, (0 split)
c4 < 4615.649 to the left, agree=0.882, adj=0.2, (0 split)
c7 < 4238.296 to the right, agree=0.882, adj=0.2, (0 split)
Node number 954203614: 5 observations, complexity param=0.0001861306
predicted class=open expected loss=0.4 P(node) =0.0004777831
class counts: 2 3
probabilities: 0.400 0.600
left son=1908407228 (2 obs) right son=1908407229 (3 obs)
Primary splits:
c3 < 3983.161 to the right, improve=2.400000, (0 missing)
c13 < 4272.446 to the right, improve=2.400000, (0 missing)
c1 < 4270.826 to the right, improve=1.066667, (0 missing)
c5 < 4102.843 to the right, improve=1.066667, (0 missing)
c6 < 4325.298 to the right, improve=1.066667, (0 missing)
Surrogate splits:
c13 < 4272.446 to the right, agree=1.0, adj=1.0, (0 split)
c1 < 4270.826 to the right, agree=0.8, adj=0.5, (0 split)
c5 < 4102.843 to the right, agree=0.8, adj=0.5, (0 split)
c6 < 4325.298 to the right, agree=0.8, adj=0.5, (0 split)
c7 < 4237.705 to the left, agree=0.8, adj=0.5, (0 split)
Node number 954203615: 29 observations
predicted class=open expected loss=0 P(node) =0.002771142
class counts: 0 29
probabilities: 0.000 1.000
Node number 1908407228: 2 observations
predicted class=closed expected loss=0 P(node) =0.0001911132
class counts: 2 0
probabilities: 1.000 0.000
Node number 1908407229: 3 observations
predicted class=open expected loss=0 P(node) =0.0002866699
class counts: 0 3
probabilities: 0.000 1.000
In [ ]:
which.min(dtree_full$cptable[, "xerror"])
# i was right about the best cp value :) it is 46.
46: 46
In [ ]:
rpart.plot(dtree_full, type = 2, extra = 101, fallen.leaves = F, tweak = 1.2, main = "Entire tree for EEG")
# i see that the tree is overfitted
Warning message: "labs do not fit even at cex 0.15, there may be some overplotting"
In [ ]:
# we are taking the optimal level of cp mentioned earlier and we will prune it
best_cp_for_pruning <- dtree_full$cptable[which.min(dtree_full$cptable[, "xerror"]), "CP"]
dtree_pruned <- prune(dtree_full, cp = best_cp_for_pruning)
In [ ]:
printcp(dtree_pruned)
rpart.plot(dtree_pruned, type = 2, extra = 101, fallen.leaves = FALSE, tweak = 1.2, main = "Pruned Tree for EEG Data")
# more airy, less overfitted
Classification tree:
rpart::rpart(formula = eyes ~ ., data = train_data, method = "class",
control = rpart.control(minsplit = 1, cp = 0))
Variables actually used in tree construction:
[1] c1 c10 c11 c12 c13 c15 c16 c2 c3 c4 c5 c6 c7 c8 c9
Root node error: 4701/10465 = 0.44921
n= 10465
CP nsplit rel error xerror xstd
1 0.09763880 0 1.00000 1.00000 0.0108242
2 0.05700915 1 0.90236 0.91959 0.0107149
3 0.03212083 2 0.84535 0.85110 0.0105749
4 0.02807913 3 0.81323 0.84152 0.0105518
5 0.01978302 5 0.75707 0.77707 0.0103730
6 0.01446501 7 0.71751 0.74388 0.0102646
7 0.01382685 8 0.70304 0.74048 0.0102528
8 0.01255052 9 0.68922 0.72431 0.0101953
9 0.00829611 10 0.67666 0.71240 0.0101512
10 0.00723250 11 0.66837 0.70070 0.0101063
11 0.00531802 13 0.65390 0.69198 0.0100719
12 0.00489258 16 0.63795 0.66645 0.0099662
13 0.00416933 18 0.62816 0.65114 0.0098993
14 0.00404169 28 0.56924 0.64050 0.0098512
15 0.00393533 29 0.56520 0.63455 0.0098237
16 0.00361625 31 0.55733 0.63178 0.0098108
17 0.00333262 32 0.55371 0.62987 0.0098018
18 0.00276537 36 0.53584 0.62093 0.0097592
19 0.00262356 38 0.53031 0.61923 0.0097510
20 0.00255265 41 0.52244 0.61625 0.0097365
21 0.00233993 42 0.51989 0.61412 0.0097261
22 0.00219811 45 0.51287 0.59966 0.0096539
23 0.00212721 48 0.50628 0.59285 0.0096191
24 0.00191449 52 0.49777 0.58817 0.0095947
25 0.00180813 59 0.48266 0.58413 0.0095735
26 0.00170177 61 0.47905 0.57924 0.0095475
27 0.00159541 62 0.47735 0.57541 0.0095270
28 0.00154223 69 0.46522 0.57413 0.0095201
29 0.00148904 73 0.45905 0.57073 0.0095016
30 0.00138268 75 0.45607 0.57009 0.0094981
31 0.00134723 82 0.44586 0.57009 0.0094981
32 0.00127632 85 0.44182 0.56967 0.0094958
33 0.00122314 89 0.43672 0.56499 0.0094700
34 0.00116996 99 0.42140 0.56499 0.0094700
35 0.00106360 105 0.41438 0.56520 0.0094712
36 0.00101042 119 0.39949 0.55988 0.0094416
37 0.00095724 124 0.39375 0.55967 0.0094404
38 0.00092179 142 0.37566 0.55605 0.0094201
39 0.00085088 150 0.36801 0.55584 0.0094189
40 0.00077998 183 0.33929 0.55010 0.0093862
41 0.00074452 193 0.33099 0.55010 0.0093862
42 0.00070907 207 0.32057 0.55073 0.0093899
43 0.00063816 210 0.31844 0.54308 0.0093456
44 0.00056726 272 0.27845 0.54350 0.0093481
45 0.00053180 280 0.27356 0.54137 0.0093357
46 0.00049635 301 0.26228 0.53903 0.0093220
Warning message: "labs do not fit even at cex 0.15, there may be some overplotting"
In [ ]:
# I will predict all 3 trees: the one with stopping criterion, the entire tree and the pruned one
pred_dtree_default <- predict(dtree_default, newdata = train_data, type = "class")
pred_dtree_full <- predict(dtree_full, newdata = train_data, type = "class")
pred_dtree_pruned <- predict(dtree_pruned, newdata = train_data, type = "class")
# for test
pred_dtree_pruned_test <- predict(dtree_pruned, newdata = test_data, type = "class")
# Evaluation
confusionMatrix(pred_dtree_default, reference = train_data$eyes)
confusionMatrix(pred_dtree_full, reference = train_data$eyes)
confusionMatrix(pred_dtree_pruned, reference = train_data$eyes)
# The default tree has an accuracy of 0.696
# The full tree has an accuracy of 1
# The pruned tree has an accuracy of 0.8822
Confusion Matrix and Statistics
Reference
Prediction closed open
closed 2431 911
open 2270 4853
Accuracy : 0.696
95% CI : (0.6871, 0.7048)
No Information Rate : 0.5508
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 0.3689
Mcnemar's Test P-Value : < 2.2e-16
Sensitivity : 0.5171
Specificity : 0.8420
Pos Pred Value : 0.7274
Neg Pred Value : 0.6813
Prevalence : 0.4492
Detection Rate : 0.2323
Detection Prevalence : 0.3194
Balanced Accuracy : 0.6795
'Positive' Class : closed
Confusion Matrix and Statistics
Reference
Prediction closed open
closed 4701 0
open 0 5764
Accuracy : 1
95% CI : (0.9996, 1)
No Information Rate : 0.5508
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 1
Mcnemar's Test P-Value : NA
Sensitivity : 1.0000
Specificity : 1.0000
Pos Pred Value : 1.0000
Neg Pred Value : 1.0000
Prevalence : 0.4492
Detection Rate : 0.4492
Detection Prevalence : 0.4492
Balanced Accuracy : 1.0000
'Positive' Class : closed
Confusion Matrix and Statistics
Reference
Prediction closed open
closed 4033 565
open 668 5199
Accuracy : 0.8822
95% CI : (0.8758, 0.8883)
No Information Rate : 0.5508
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 0.7614
Mcnemar's Test P-Value : 0.003675
Sensitivity : 0.8579
Specificity : 0.9020
Pos Pred Value : 0.8771
Neg Pred Value : 0.8861
Prevalence : 0.4492
Detection Rate : 0.3854
Detection Prevalence : 0.4394
Balanced Accuracy : 0.8799
'Positive' Class : closed
Decision Tree Summary¶
After manually tuning the hyperparameter and running my model with it in the prunned tree, I got the accuracy of 88.22%.
Initally, I runned them on the test data (because I forgot to keep the test data for the end) and the balanced data did horrible on the test data, but default tree did better.
Part II: SVM model¶
In [ ]:
svm_model <- svm(train_numeric, train_eyes)
svm_pred <- predict(svm_model, train_numeric)
confusionMatrix(data = svm_pred, reference = train_eyes, positive = "closed", mode = "prec_recall")
# accuracy of 0.6663 on training
Confusion Matrix and Statistics
Reference
Prediction closed open
closed 1598 389
open 3103 5375
Accuracy : 0.6663
95% CI : (0.6572, 0.6754)
No Information Rate : 0.5508
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 0.2878
Mcnemar's Test P-Value : < 2.2e-16
Precision : 0.8042
Recall : 0.3399
F1 : 0.4779
Prevalence : 0.4492
Detection Rate : 0.1527
Detection Prevalence : 0.1899
Balanced Accuracy : 0.6362
'Positive' Class : closed
SVM was the spot I didn't like because I don't feel like I could get it well enough from datacamp. I have the slides downloaded in case of anything, and I will use it altogether with internet, instead of your code provided at class.
I saw that radial kernel is the most commonly used kernel and that is effective for capturing complex and non-linear decision boundaries. From what I observed in the data, it is complex and not linear.
So I will use a radial kernel.
In [ ]:
param_grid <- expand.grid(C = c(0.1, 1, 10),
gamma = c(0.01, 0.1, 1))
best_params <- NULL
best_accuracy <- 0
for (i in 1:nrow(param_grid)) {
svm_model <- svm(eyes ~ ., data = train_data, kernel = "radial",
cost = param_grid$C[i], gamma = param_grid$gamma[i])
predictions <- predict(svm_model, newdata = train_data)
accuracy <- sum(predictions == train_eyes) / nrow(train_data)
if (accuracy > best_accuracy) {
best_accuracy <- accuracy
best_params <- param_grid[i, ]
}
}
final_svm_model <- svm(eyes ~ ., data = train_data, kernel = "radial",
cost = best_params$C, gamma = best_params$gamma)
In [ ]:
pred_svm <- predict(final_svm_model, newdata = train_data)
pred_svm_test <- predict(final_svm_model, newdata = test_data)
confusionMatrix(pred_svm, reference = train_eyes)
# accuracy of 0.8828 on training
Confusion Matrix and Statistics
Reference
Prediction closed open
closed 3934 459
open 767 5305
Accuracy : 0.8828
95% CI : (0.8765, 0.8889)
No Information Rate : 0.5508
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 0.7618
Mcnemar's Test P-Value : < 2.2e-16
Sensitivity : 0.8368
Specificity : 0.9204
Pos Pred Value : 0.8955
Neg Pred Value : 0.8737
Prevalence : 0.4492
Detection Rate : 0.3759
Detection Prevalence : 0.4198
Balanced Accuracy : 0.8786
'Positive' Class : closed
SVM Summary¶
I tuned the hyperparameters of cost and gamma, but because it takes a long time, as you discussed with my colleagues on teams, I did not tune it properly.
param_grid would have longer sequences.
Part III: KNN model¶
In [ ]:
# First, we separe the eyes column from the rest of the data
# We will keep our data into train_features
# the eye column will be kept into train_labels
train_numeric <- train_data[, !"eyes"]
train_eyes <- train_data$eyes
test_numeric <- test_data[, !"eyes"]
test_eyes <- test_data$eyes
In [ ]:
# I will rescale the data for KNN
train_numeric_rescaled <- scale(train_numeric)
centering <- attr(train_numeric_rescaled, "scaled:center")
scaling <- attr(train_numeric_rescaled, "scaled:scale")
train_numeric_rescaled <- as.data.frame(train_numeric_rescaled)
In [ ]:
# I will make a for loop to see the best k value for KNN
# I have no idea what range I should take, so I took from 1 to 99 with a step of 2
# Took 1m 16.5s to run
training_pred <- list()
Kselection <- seq(1, 99, 2)
for (i in Kselection) {
training_pred[[as.character(i)]] <- knn.cv(train = train_numeric_rescaled,
cl = train_eyes,
k = i)
}
In [ ]:
# I calculate the accuracy and F1 score for each k value
accuracies <- sapply(training_pred, function(x) confusionMatrix(data = x, reference = train_eyes, positive = "closed")$overall["Accuracy"])
F1_score <- sapply(training_pred, function(x) confusionMatrix(data = x, reference = train_eyes, positive = "closed", mode = "prec_recall")$byClass[["F1"]])
In [ ]:
plot_ly(x = Kselection, y = accuracies, type = "scatter", mode = "line", name = "Accuracy") |>
add_lines(y = F1_score, name = "F1 Score") |>
layout(xaxis = list(title = "K value"),
yaxis = list(title = "Value"))
# The plot shows that both accuracy and F1-score have their peak at k=13
In [ ]:
best_K <- which.max(accuracies)
best_accuracy <- accuracies[best_K]
cat("Best K value:", Kselection[best_K], "\n")
cat("Accuracy:", best_accuracy)
Best K value: 13 Accuracy: 0.7643574Accuracy: 0.7643574
In [ ]:
# I'm rescaling the test data for later and I will predict the train data with the best K value
test_numeric_rescaled <- as.data.frame(scale(test_numeric, center = centering, scale = scaling))
pred_knn <- knn(train = train_numeric_rescaled,
test = test_numeric_rescaled,
cl = train_eyes,
k = Kselection[best_K]) # 13
train_knn <- knn(train = train_numeric_rescaled,
test = train_numeric_rescaled,
cl = train_eyes,
k = Kselection[best_K]) # 13
confusionMatrix(data = train_knn, reference = train_eyes, mode = "prec_recall")
Confusion Matrix and Statistics
Reference
Prediction closed open
closed 3407 670
open 1294 5094
Accuracy : 0.8123
95% CI : (0.8047, 0.8198)
No Information Rate : 0.5508
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 0.616
Mcnemar's Test P-Value : < 2.2e-16
Precision : 0.8357
Recall : 0.7247
F1 : 0.7763
Prevalence : 0.4492
Detection Rate : 0.3256
Detection Prevalence : 0.3896
Balanced Accuracy : 0.8043
'Positive' Class : closed
KNN Summary¶
After I found out the best value of k, that is 13, I predicted the test data with it and got an accuracy of 81.24%
Part IV: Random Forest, AdaBoost, XGBoost¶
1. Random Forest¶
In [ ]:
# as I don't have missing values and even eyes column is pretty balanced (closed: 4701, open :5764), I don't think I need to rebalance the data
# but I will analyse both options for my own safety :)
# train RF model on original data
rf_orig <- ranger(x = train_numeric, y = train_eyes)
# predict also on train data
rf_orig_pred <- predict(object = rf_orig, data = train_numeric)
confusionMatrix(data = rf_orig_pred$predictions, reference = train_eyes, positive = "closed", mode = "prec_recall")
Confusion Matrix and Statistics
Reference
Prediction closed open
closed 4701 0
open 0 5764
Accuracy : 1
95% CI : (0.9996, 1)
No Information Rate : 0.5508
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 1
Mcnemar's Test P-Value : NA
Precision : 1.0000
Recall : 1.0000
F1 : 1.0000
Prevalence : 0.4492
Detection Rate : 0.4492
Detection Prevalence : 0.4492
Balanced Accuracy : 1.0000
'Positive' Class : closed
For original data, RF had an accuracy of 1. Not shocking
In [ ]:
# rebalancing the data for the second RF model
train_balanced <- ROSE(eyes ~ ., data = train_data,
seed = 123, p = 0.5)$data
setDT(train_balanced)
# and separe the numeric and eyes again
train_balanced_numeric <- subset(train_balanced, select = -eyes)
train_balanced_eyes <- train_balanced$eyes
In [ ]:
# train Rf but with balanced data
rf_balanced <- ranger(x = train_balanced_numeric, y = train_balanced_eyes)
In [ ]:
# Evaluate performance on rebalanced data
rf_balanced_pred <- predict(object = rf_balanced, data = train_numeric)
confusionMatrix(data = rf_balanced_pred$predictions, reference = train_eyes, positive = "closed", mode = "prec_recall")
Warning message in confusionMatrix.default(data = rf_balanced_pred$predictions, : "Levels are not in the same order for reference and data. Refactoring data to match."
Confusion Matrix and Statistics
Reference
Prediction closed open
closed 4701 5761
open 0 3
Accuracy : 0.4495
95% CI : (0.4399, 0.4591)
No Information Rate : 0.5508
P-Value [Acc > NIR] : 1
Kappa : 5e-04
Mcnemar's Test P-Value : <2e-16
Precision : 0.4493
Recall : 1.0000
F1 : 0.6201
Prevalence : 0.4492
Detection Rate : 0.4492
Detection Prevalence : 0.9997
Balanced Accuracy : 0.5003
'Positive' Class : closed
For the balanced data, RF had an accuracy of 0.4495. That is really bad. Maybe I didn't balance it well?
I will not use the balanced data.
In [ ]:
# hyperparameter tuning for RF
# first I will tune only the number of trees, and then the rest later
hyper_grid <- data.frame(
n_trees = seq(25, 1000, by = 25),
OOB = 0,
F1 = 0
)
# train RF models with different number of trees
for (i in 1:nrow(hyper_grid)) {
rf_tune <- ranger(x = train_numeric, y = train_eyes, num.trees = hyper_grid$n_trees[i])
conf <- confusionMatrix(data = rf_tune$predictions,
reference = train_eyes,
positive = "closed",
mode = "prec_recall")
hyper_grid$OOB[i] <- sqrt(rf_tune$prediction.error)
hyper_grid$F1[i] <- conf$byClass[["F1"]]
}
plot_ly(data=hyper_grid, x=~n_trees, y=~OOB, type = "scatter", mode = "line")
plot_ly(data=hyper_grid, x=~n_trees, y=~F1, type = "scatter", mode = "line")
In both graphs, between 300-400 it stabilizes. I would have said 200-300, but I see it is growing just a little bit to 800 trees, and the range 300-400 is closer to that growth.
In [ ]:
# now I want to tune all the hyperparameters.
hyper_grid <- expand.grid(
n_trees = c(200,400,500),
mtry = 1:5,
node_size = 1:5,
OOB_RMSE = 0,
F1 = 0)
for (i in 1:nrow(hyper_grid)) {
rf_tune <- ranger(
x = train_numeric,
y = train_eyes,
num.trees = hyper_grid$n_trees[i],
mtry = hyper_grid$mtry[i],
min.node.size = hyper_grid$min.node.size[i],
seed = 123
)
hyper_grid$OOB_RMSE[i] <- sqrt(rf_tune$prediction.error)
conf <- confusionMatrix(data = rf_tune$predictions, reference = train_eyes, mode = "prec_recall", positive = "closed")
hyper_grid$F1[i] <- conf$byClass["F1"]
}
View(hyper_grid)
| n_trees | mtry | node_size | OOB_RMSE | F1 |
|---|---|---|---|---|
| <dbl> | <int> | <int> | <dbl> | <dbl> |
| 200 | 1 | 1 | 0.4247480 | 0.7849168 |
| 400 | 1 | 1 | 0.4182872 | 0.7905274 |
| 500 | 1 | 1 | 0.4186297 | 0.7901122 |
| 200 | 2 | 1 | 0.4023343 | 0.8098765 |
| 400 | 2 | 1 | 0.3995937 | 0.8117183 |
| 500 | 2 | 1 | 0.3971951 | 0.8137620 |
| 200 | 3 | 1 | 0.4037568 | 0.8092149 |
| 400 | 3 | 1 | 0.3958697 | 0.8160610 |
| 500 | 3 | 1 | 0.3929625 | 0.8190370 |
| 200 | 4 | 1 | 0.3983962 | 0.8140186 |
| 400 | 4 | 1 | 0.3916227 | 0.8198451 |
| 500 | 4 | 1 | 0.3895432 | 0.8223316 |
| 200 | 5 | 1 | 0.3950240 | 0.8180501 |
| 400 | 5 | 1 | 0.3904008 | 0.8217280 |
| 500 | 5 | 1 | 0.3908900 | 0.8214804 |
| 200 | 1 | 2 | 0.4247480 | 0.7849168 |
| 400 | 1 | 2 | 0.4182872 | 0.7905274 |
| 500 | 1 | 2 | 0.4186297 | 0.7901122 |
| 200 | 2 | 2 | 0.4023343 | 0.8098765 |
| 400 | 2 | 2 | 0.3995937 | 0.8117183 |
| 500 | 2 | 2 | 0.3971951 | 0.8137620 |
| 200 | 3 | 2 | 0.4037568 | 0.8092149 |
| 400 | 3 | 2 | 0.3958697 | 0.8160610 |
| 500 | 3 | 2 | 0.3929625 | 0.8190370 |
| 200 | 4 | 2 | 0.3983962 | 0.8140186 |
| 400 | 4 | 2 | 0.3916227 | 0.8198451 |
| 500 | 4 | 2 | 0.3895432 | 0.8223316 |
| 200 | 5 | 2 | 0.3950240 | 0.8180501 |
| 400 | 5 | 2 | 0.3904008 | 0.8217280 |
| 500 | 5 | 2 | 0.3908900 | 0.8214804 |
| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
| 200 | 1 | 4 | 0.4247480 | 0.7849168 |
| 400 | 1 | 4 | 0.4182872 | 0.7905274 |
| 500 | 1 | 4 | 0.4186297 | 0.7901122 |
| 200 | 2 | 4 | 0.4023343 | 0.8098765 |
| 400 | 2 | 4 | 0.3995937 | 0.8117183 |
| 500 | 2 | 4 | 0.3971951 | 0.8137620 |
| 200 | 3 | 4 | 0.4037568 | 0.8092149 |
| 400 | 3 | 4 | 0.3958697 | 0.8160610 |
| 500 | 3 | 4 | 0.3929625 | 0.8190370 |
| 200 | 4 | 4 | 0.3983962 | 0.8140186 |
| 400 | 4 | 4 | 0.3916227 | 0.8198451 |
| 500 | 4 | 4 | 0.3895432 | 0.8223316 |
| 200 | 5 | 4 | 0.3950240 | 0.8180501 |
| 400 | 5 | 4 | 0.3904008 | 0.8217280 |
| 500 | 5 | 4 | 0.3908900 | 0.8214804 |
| 200 | 1 | 5 | 0.4247480 | 0.7849168 |
| 400 | 1 | 5 | 0.4182872 | 0.7905274 |
| 500 | 1 | 5 | 0.4186297 | 0.7901122 |
| 200 | 2 | 5 | 0.4023343 | 0.8098765 |
| 400 | 2 | 5 | 0.3995937 | 0.8117183 |
| 500 | 2 | 5 | 0.3971951 | 0.8137620 |
| 200 | 3 | 5 | 0.4037568 | 0.8092149 |
| 400 | 3 | 5 | 0.3958697 | 0.8160610 |
| 500 | 3 | 5 | 0.3929625 | 0.8190370 |
| 200 | 4 | 5 | 0.3983962 | 0.8140186 |
| 400 | 4 | 5 | 0.3916227 | 0.8198451 |
| 500 | 4 | 5 | 0.3895432 | 0.8223316 |
| 200 | 5 | 5 | 0.3950240 | 0.8180501 |
| 400 | 5 | 5 | 0.3904008 | 0.8217280 |
| 500 | 5 | 5 | 0.3908900 | 0.8214804 |
In [ ]:
# i don't want to go through all the F1 scores, i will choose it this way:
hyper_grid[which.max(hyper_grid$F1), ]
# it seems like node_size don't influence the data
# subset(hyper_grid, mtry == 4 & n_trees == 500)
| n_trees | mtry | node_size | OOB_RMSE | F1 | |
|---|---|---|---|---|---|
| <dbl> | <int> | <int> | <dbl> | <dbl> | |
| 12 | 500 | 4 | 1 | 0.3895432 | 0.8223316 |
In [ ]:
# test the tuned parameters on training data
rf_tuned <- ranger(
x = train_numeric,
y = train_eyes,
num.trees = 500,
mtry = 4,
min.node.size = 1,
seed = 123
)
rf_pred <- predict(object = rf_tuned, data = test_numeric)
# predict on training data
confusionMatrix(data = rf_tuned$predictions, reference = train_eyes, positive = "closed", mode = "prec_recall")
# 0.8483 accuracy
Confusion Matrix and Statistics
Reference
Prediction closed open
closed 3675 562
open 1026 5202
Accuracy : 0.8483
95% CI : (0.8412, 0.8551)
No Information Rate : 0.5508
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 0.6905
Mcnemar's Test P-Value : < 2.2e-16
Precision : 0.8674
Recall : 0.7817
F1 : 0.8223
Prevalence : 0.4492
Detection Rate : 0.3512
Detection Prevalence : 0.4049
Balanced Accuracy : 0.8421
'Positive' Class : closed
Random Forest Summary¶
On the original data, RF had an accuracy of 0.8941.
On the rebalanced one, 0.4479.
On the original data, the tuned model had an accuarcy of 0.8974.
We increased the performance with 0.0033, that is not much, but honest work.
2. AdaBoost¶
In [ ]:
# I am looking over the code in class, and I don't know why you have only 200 iterations for AdaBoost.
# So I want to try with multiple iterations just to see if it performs less, or if it tends to overfit
# It took 22m 31.5s to run this code
# I don't care that is not perfect, I am close to deadline and I am not running it on train data to wait 22 more minutes.
iteration_range <- c(100, 200, 300, 400, 500)
# I will store everything here
adaboost_results <- data.frame(
Iterations = integer(),
Precision = numeric(),
Recall = numeric()
)
# I will iterate through the numbers and i will train the model for each mfinal
for (iterations in iteration_range) {
ada <- adabag::boosting(eyes ~ ., data = train_data, mfinal = iterations)
ada_pred <- predict(ada, newdata = test_numeric)
conf_matrix <- confusionMatrix(as.factor(ada_pred$class), test_eyes, mode = "prec_recall", positive = "closed")
precision <- conf_matrix$byClass["Precision"]
recall <- conf_matrix$byClass["Recall"]
adaboost_results <- rbind(adaboost_results, data.frame(Iterations = iterations, Precision = precision, Recall = recall))
}
print(adaboost_results)
Iterations Precision Recall Precision 100 0.8116740 0.7318769 Precision1 200 0.8310552 0.7547170 Precision2 300 0.8388732 0.7393247 Precision3 400 0.8367235 0.7557100 Precision4 500 0.8467562 0.7517378
Summary AdaBoost¶
From the table, with each set of iterations, the precision improved. The recall (true positives) also improved in a way, but not very consistent. Considering that this performance was made on the test data, I consider it was not prone to overfitting. But I am not sure, to be honest.
I am scared to try bigger iterations, even if might raise the values, but the computational power is at cost.
400 and 500 iterations performed the best on the model. ON TEST DATA
In [ ]:
ada <- adabag::boosting(eyes ~ ., data = train_data, mfinal = 600)
In [ ]:
ada_pred <- predict(ada, newdata = test_numeric)
ada_pred_train <- predict(ada, newdata = train_numeric)
confusionMatrix(as.factor(ada_pred$class), test_eyes, mode = "prec_recall", positive = "closed")
Confusion Matrix and Statistics
Reference
Prediction closed open
closed 1546 287
open 468 2193
Accuracy : 0.832
95% CI : (0.8207, 0.8428)
No Information Rate : 0.5518
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 0.6575
Mcnemar's Test P-Value : 5.72e-11
Precision : 0.8434
Recall : 0.7676
F1 : 0.8037
Prevalence : 0.4482
Detection Rate : 0.3440
Detection Prevalence : 0.4079
Balanced Accuracy : 0.8260
'Positive' Class : closed
I really wanted to try 600 iterations... The precision is 0.8434 and the recall is 0.7676.
The recall grow, but not the precision. To much computational power, it took 10 min for 600 iterations.
3. XGBoost¶
Firstly, I want to mention that I will not do one-hot encoding, because the only categorical variable I have is "eyes", the one that I want to predict.
In [ ]:
train_xgb <- as.matrix(train_numeric) # make it a matrix
train_eyes_xgb <- as.integer(ifelse(train_eyes == "closed",1,0))
text_xgb <- as.matrix(test_numeric)
# test_eyes_xgb <- as.integer(ifelse(test_eyes == "closed",1,0))
test_eyes_xgb <- factor(test_eyes_xgb, levels = c(0, 1))
train_pred_xgb <- predict(xgb_model, as.matrix(train_xgb))
train_pred__xgb_binary <- as.integer(train_pred > 0.5)
test_pred_xgb <- predict(xgb_model, as.matrix(text_xgb))
# test_pred_xgb_binary <- as.integer(test_pred > 0.5)
test_pred_xgb_binary <- factor(test_pred_xgb_binary, levels = c(0, 1))
In [ ]:
xgb_model <- xgboost(data = as.matrix(train_xgb), label = train_eyes_xgb, nrounds = 3000, objective = "binary:logistic")
confusionMatrix(as.factor(train_pred_binary), as.factor(train_eyes_xgb), mode = "prec_recall", positive = "1")
# the nrounds would need tuning, but I don't have enough time... But I know how to do it!
[1] train-logloss:0.619006 [2] train-logloss:0.572239 [3] train-logloss:0.538869 [4] train-logloss:0.510567 [5] train-logloss:0.486354 [6] train-logloss:0.474186 [7] train-logloss:0.466364 [8] train-logloss:0.454637 [9] train-logloss:0.443775 [10] train-logloss:0.431027 [11] train-logloss:0.421084 [12] train-logloss:0.409392 [13] train-logloss:0.402946 [14] train-logloss:0.395845 [15] train-logloss:0.388328 [16] train-logloss:0.383359 [17] train-logloss:0.378151 [18] train-logloss:0.369768 [19] train-logloss:0.364824 [20] train-logloss:0.360901 [21] train-logloss:0.349738 [22] train-logloss:0.348206 [23] train-logloss:0.345193 [24] train-logloss:0.336287 [25] train-logloss:0.332026 [26] train-logloss:0.322480 [27] train-logloss:0.319330 [28] train-logloss:0.307459 [29] train-logloss:0.304015 [30] train-logloss:0.303043 [31] train-logloss:0.301744 [32] train-logloss:0.296783 [33] train-logloss:0.295796 [34] train-logloss:0.293765 [35] train-logloss:0.289112 [36] train-logloss:0.286720 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Confusion Matrix and Statistics
Reference
Prediction 0 1
0 5764 0
1 0 4701
Accuracy : 1
95% CI : (0.9996, 1)
No Information Rate : 0.5508
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 1
Mcnemar's Test P-Value : NA
Precision : 1.0000
Recall : 1.0000
F1 : 1.0000
Prevalence : 0.4492
Detection Rate : 0.4492
Detection Prevalence : 0.4492
Balanced Accuracy : 1.0000
'Positive' Class : 1
In [ ]:
test_xgb <- as.matrix(test_numeric)
test_eyes_xgb <- as.integer(ifelse(test_eyes == "closed",1,0))
test_pred <- predict(xgb_model, as.matrix(test_xgb))
test_pred_binary <- as.integer(test_pred > 0.5)
In [ ]:
# function that calculates the 4 metrics
metrics <- function(predictions, actual) {
cm <- confusionMatrix(predictions, actual, positive = "closed", mode = "prec_recall")
precision <- cm$byClass["Precision"]
recall <- cm$byClass["Recall"]
accuracy <- cm$overall["Accuracy"]
f1 <- cm$byClass["F1"]
return(c(Precision = precision, Recall = recall, Accuracy = accuracy, F1 = f1))
}
In [ ]:
# decision trees
dt_data <- metrics(pred_dtree_pruned_test, test_data$eyes)
dt_data_train <- metrics(pred_dtree_pruned, train_data$eyes)
In [ ]:
# SVM
svm_data <- metrics(pred_svm_test, test_eyes)
svm_data_train <- metrics(pred_svm, train_eyes)
In [ ]:
# KNN
knn_data <- metrics(pred_knn, test_eyes)
knn_data_train <- metrics(train_knn, train_eyes)
In [ ]:
# Random Forest
rf_data <- metrics(rf_pred$predictions, test_eyes)
rf_data_train <- metrics(rf_tuned$predictions, train_eyes)
In [ ]:
# Adaboost
ada_data <- metrics(as.factor(ada_pred$class), test_eyes)
ada_data_train <- metrics(as.factor(ada_pred_train$class), train_eyes)
In [ ]:
# XGBoost
xgboost <- metrics(test_pred_xgb_binary, test_eyes_xgb)
xgboost_train <- metrics(train_pred_xgb_inary, train_eyes_xgb)
#THIS PART DOESN'T WORK
# and I was late only because I tried to figure it out in the last moment and my pc crashed......
Error in `[.default`(data, , positive): subscript out of bounds
Traceback:
1. metrics(test_pred_xgb_binary, test_eyes_xgb)
2. confusionMatrix(predictions, actual, positive = "closed", mode = "prec_recall") # at line 3 of file <text>
3. confusionMatrix.default(predictions, actual, positive = "closed",
. mode = "prec_recall")
4. getFromNamespace("confusionMatrix.table", "caret")(classTable,
. positive, prevalence = prevalence, mode = mode)
5. data[, positive]
6. `[.table`(data, , positive)
In [ ]:
summary_table <- data.frame(
Model = c("Decision Tree", "SVM", "KNN", "Random Forest", "AdaBoost"),
Precision = c(dt_data["Precision"], svm_data["Precision"], knn_data["Precision"], rf_data["Precision"], ada_data["Precision"]),
Recall = c(dt_data["Recall"], svm_data["Recall"], knn_data["Recall"], rf_data["Recall"], ada_data["Recall"]),
Accuracy = c(dt_data["Accuracy"], svm_data["Accuracy"], knn_data["Accuracy"], rf_data["Accuracy"], ada_data["Accuracy"]),
F1 = c(dt_data["F1"], svm_data["F1"], knn_data["F1"], rf_data["F1"], ada_data["F1"])
)
print(summary_table)
Model Precision Recall Accuracy F1 1 Decision Tree NA NA NA NA 2 SVM NA NA NA NA 3 KNN NA NA NA NA 4 Random Forest NA NA NA NA 5 AdaBoost NA NA NA NA